{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pyTorch分类算法，建立分类器的步骤"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据加载和预处理   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "输入数据类型包括，文本数据、图像数据、音频数据、视频数据、数值数据，使用标准的python数据包加载，放入numpy数组中，转换numpy数组为torch.Tensor。其中：  \n",
    "- 图像数据，常用OpenCV、Pillow包\n",
    "- 音频数据，常用scipy、librosa包\n",
    "- 文本数据，常用NLTK、SpaCy包   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pyTorch涵盖了常用的数据集，可以通过tochvision.datasets读取，并使用torchvision加载并预处理CIFAR-10数据。具体参考[链接](https://blog.csdn.net/weixin_42263486/article/details/108295120)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 模块介绍\n",
    "- pandas 用于方便操作含有字符串的表文件，如csv\n",
    "- zipfile python内置的文件解压包\n",
    "- cv2 用于图片处理的模块，读入的图片模块为BGR, $N H W C$  \n",
    "- torchvision.transforms 用于图片的操作库，比如**随机裁剪**、**缩放**、**模糊**等等，可用于数据的增广，但也不仅限于内置的图片操作，也可以自行进行图片数据的操作\n",
    "- torch.utils.data.Dataset torch内置的对象类型 \n",
    "- torch.utils.data.DataLoader和Dataset配合使用可以实现数据的加速读取和随机读取等等功能"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Example 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import zipfile   # 解压\n",
    "import pandas as pd   # 操作数据\n",
    "import os   # 操作文件或文件夹\n",
    "import cv2   #图像操作库\n",
    "import matplotlib.pyplot as plt  # 图像展示库\n",
    "from torch.utils.data import Dataset  # PyTorch内置对象\n",
    "from torchvision import transforms   # 图像增广转换库\n",
    "import torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据下载[链接](https://download.pytorch.org/tutorial/faces.zip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hRiKcEZAyOSYWze0/FJnBJwPkGcpiSVlItNKkFCmLGUqekHPC+xEpFGVRE6MlxJGimHH39hd5+ORb7LuOi+ePCLbF2g5ZCMok8X4g6khKEbxENA1ZSKSaqK3pTiG52LyLdXuO1iskJe3Qc1TdIeZAjoZSNOgEfhxwZQM+oJQm5gxVicgJpKQqGqztAEV2jkCe0iMEBEcZHaJz1DkjcsSPI7Z3E4fuA9gOXRaAQCtNWUgG70k5YjSIGFF54ptSDOSUCf2I221AGmRpsHbKy/vLS5L3ZBL91RVj8CQhSW99g6qsqWc12EC7ueTZs6cYXTAOA8E52t2Oop6Dm96bD57C3Ky++f20cYr3OW9gKnZFT9s/Z7t7inMDYFgf3MbFazIDOde/Cz388cYnAuSZjJCanMNNcaPAyPe/BIXR+ua7FQipptVF1pycnJCkwfbnnC5fw/qBtx/9fby1VEVNvb7LndufY2g3dN0OoSuu999Gas92+y2G4SFCeA7WM1JuUCqgpWTW3AbvqdSa890TCp1YVCuIkeH6jKJo6HNEKkUYPZFMYRSmNKRUEIeBLDJSOESQiDgi0cgwQLBIpRE5o2Mg9HtEUZJHTyoqoikQ/YAvNIUAozQiJWTOlFoRQySkgBEChCQVBdiBlDxj12IHRyokzjuU1lg70O52uJRxIXH2+F1efeMLSFMxXyx49M5b7PuRqixZH58w9j3b3YayalidnGBHR1lNAP+AV/9dgD79HbQyzKpjjFrg3Mj19jGX2ycMw1N2+8d86tU/RVUsf0B5848mPhEgTzFg3Z6YBryLrBanFHJa0aYQH3wp798ypSwxRUlKe0JqCdkhlUEwRyvHevUyB0evM5/dYjG7zWA37LpzLjdfpXOPGbsrkrhCFSPGlIhcU5gDsvcEv0O5Gik8J7OX8DGgqprBtXS7DY0e0EVJ0SwxQpOyoG87pMoYUxGZqo0qWYTRpP2O3FToHHCjQ1SCSEbGTK0VKWekFERroS5BxSlVSROtl2Ii5gRp+vxGThXEmBKl1sjcgMgQM5Sw61qCc+zGjtFZxranC4547UlovHWkEPnWV3+Vq80WoTI2CMZhQJot2mhu3XmJZ4+esD4+JKWAMQWmMB8Ukr4T35vACJQy1EpTFjUpJR4//SbdcM1ifkjK+Q8U4PAJAbkQEpkhZ42RhhTz7/nOUo704w6lNYUqaIqSRfEGILm6fkJVLJktGj712s/TzBYE4dEIpEqkPAAVdrBcXF2CGDBVBBEY3JbR7VmVr0No8KMlyxEhM0po3H5LWcwwi5Kh3ZGtg9ySpULIKf2x+xY5S5R5Sj3ssCdJSaENYegpTUFygaQlSglSSogMeE+pDTYlYggUSiJVQcoWVWi01iAECogpIwEhEiInZAYtMllCXRq0URiRuW7h6vqK7Hrc0NN3e2xILJYr3nvnmzx88G3Gfk+/b6nqEhEEtrQUTc3FxQX562/y2hufxlvHru85uX3rA957WswzOU8teVJWN5VnmEA/pSNSSppqTl3OGceRWXOK+mDTmd//5wYDHx/yPxEgV0pTmAVCQIwRgBCmDQ98t6ZCyYLbh5/Gect294yU4GB9l3bccbV9jIgz5ssGow1SFpzvfp3rzdsouaI2d1nP7/H84i2eXzymbCJNnlEoiR8zo3Wk4prKCCozIyLQDlKp0FkSbU8EVKEhQPIeUSlICSUii6YmRIezHZlE8iOy0IgMIoE0kaopcXakahqUUiidyHhi8NRVSRYCoQq01Dd9RQItJCHFKUuQEvJUeBIxoTJkIVBZgJKIGMlCsCgMB2XNSGSfWoauw6VpkRi6gaLWbDZbjNS4mFmIkrTbMQbPcrlGForN7ho2GaEVKRzjUp4KcRKkELiwY9O+zWL+CrPyCNKk79HaUJbrqWtKJVarWyyXd1ksDm5K+8D7rX7TL/yx4usTAXIAIUGradV6fyPzu4l4BFCXMwpT44ND8pjL60dcbB6x2WxZ1hXL+uhmpfGMfeLZw6ccHc5ZnmiUNCASVVmwmheYsiTHiloX6CwgKnq3xzKwmB1R1gUiRpCCHBM5CVxwmCQJKWPJNHVDJSUiWbIbSDGS2j3NbIWwLYWYVnqVwEhNRhCtQytFXRRYKQk6UhQlOSlEzqTomPYjiuBHIhKhFIKMkDeMRZ6aP8xNS0iRFUImktEUo+Vw1rBJnnlds54t2VtL17ZEPTLuQRYKrTX90GOqGcNwyaG+zTAMXJ2f07c9Ajg4PuLy6pzV+pBMQmlFzJ6ry/d4+9GvsDx4yiv3f5Z5dQoYnA8IMZJJXG8eY22LMXPa4TGz2RylSpJ3CKkwuuB9XdLHtZp/X5ALIf4q8N8Fnuecv3jz3CHwHwKvAu8C/1zO+frmb/8r4F8AIvAv55z/s+/3GilnnPfIm2aJ35uLfZ+DnbjbkBxSZbTUSAJ3br3E7ZMvcnp6D2NmjIPnydP3eHr5nKK+z8qOSOVwvqduFEJFnB2ItqHQmspYkgKTD1jOjkhRUEhNjAmZpq8rRo9Gf6AJIUpWdUWTPPtdB2M/bZzrCqPAFyVaTPqV7ANJZIxShJSnHlaZUeoGwFKhtEamRAogSCQPhVTTRZYjOYFEIZh0J6CIwSFv2gY1EpQh1SWm0OhCYqqKWbNg1+55/OwJzjvQEiUNKUyfTXqLz4Ku70Errs7PkNpw69Ztzs/PkFrR7/coJZkvlyiR8X1Ghznby0veE7/Oq/d/AaMM3X7HxfVDrq6e8ezsm7T7a6r6CB8cq4Ov8dL9n6LUFZnAyfFdlvXx9/zOH8Lf+//+IfD/g6zk/1fg/wD8Ox967i8Cfzvn/K8LIf7izeN/RQjxeaZxhl8A7gL/TyHEZ3LO8SNf4WbFTjndFJK/06Uzca2RGCJKaKSSZAQhDuTYcnpyH6Uly/WSZX2PzFTA2OzO6fsOO3iOlq+BzPR2R1FMegkpIn03YoeSmTDMDw8pyoau36FUiY0OmQRCFLhhACR2HNC6IOXMOIzUVcXto2PmRiI8lIUGXxC9RZuCUoJB4UJgbkpStCSpUEojQkBKhdQFtZTsuo4cQdYKgbqhCj3JS5KZVjmpFMRA8gFpNFlpVE7km/Y7MdEbqCSoBOQYKYyhqmZURUVRFmSZGYeefdcSMrTOU5iGKCQuOGZCcnF2RlFVHB8ecfn8OaquSaOjWswoTEW7aylLRVVqlrOX2IwXPH7yNufn7yJFzfHqdVbzOwSXGQbLsDeA5tVXfgpi4utf/RoHq0OW64ZZs2ReHU4b6eiRUt0waJYEFLL8oR0Hvi/Ic87/HyHEq9/z9J8D/tTNf//bwP8L+Fdunv8Pcs4WeEcI8Rbw88Df/cgXEYIspm79rNQk7smOnDMhjYTY49xAqVeUxYqYPf34nKqcE8TI6LYcH77BvDwgxMAwDOj6kMP1HepZzbPzbxHiwOPnv8VorwnOUxQ1pT6grg8pxYzkBbooWNf30NEQCUgZCCRC8FjnCNYTfQdCcHxwxN3jI8oc6PdbRE6IECiVQJmGpBQ5eUSImJTx44ApNDJJyODSTfc/GWk0VVEQwsSyKKFu8ngBIiGlme5fMZFDnlqnE1NlVIAy5VTuDx4RPFIKSlEQZUKrAkSBFooSED6yVRIFbPqemSmQBop6hrWWvm/Z7few26FToDo4ZK0UQWtCb6kP5tiQGLuWXinqRc3x7BU2V+c82DzEpUT9xfusjMGUkuAE3jtqaSgqM13IcqSaFbz2yk9SmYrRdjdpuqBWDWR4fvGIzXDBa/e/TP2Bdun3F7/fnPxWzvkpQM75qRDi9Ob5e8Df+9Bxj26e+x3x4bHj9+7fZT9eolCUoaa3F1xtH2C0wSiNljVSFYS4xYYe6zeTbLSakfxATolCVwgx0VPz+Rzx/h1OnfD4/Je5vHqbXXtJiCMyz1ktbyGEQkqJjJKMJgZJDntckEQhsOOIyomiriFlgkuE6FkvVrx8esLCSJy1BOcgBISIyByRMZNsnBggbXBC4lMgAKWewFpkBShykigUUkBRGIwpEC6B0UhpyH78zhqWPJKMEAZiQiGJctKVJzFJaxETm6iUAZkJMWIQSCLMGtBQ7QtmixX66ortbkPnM5vLM4bRM4wjs9Uh1o5sd1vK5ZJ2e40qDEJpdLfj4NZtuuB5dn5O02qqquTWwWeY13d5evYuv/7r/yXvnv42Kgaudi1Kab70hV9gvVjwjbe+wmJ+yMv336AwhqvNOU/P30PrhldeeYWqaBBk6nLFu4+/Tbob+GE3pj/qjedHdwJ/+MmcfxH4RYAvfOlzue87+v4SP44M4xXdcE1hCppqxq3TN6iqGW2/Y+gfT8WYcUN/8S0klrq+xWLRkVOk7/csFkcYXSAyGD3j1vErXD5/hzJrBAJTTHnsvDll1hyjRI2WGnwmaoXtLKEdGfqBOAwEsaUsDNF5losDvvDaK9RK4IYdyTt0jmQiOU1VyJhACz01cchMISRaT3l4SAmlNFmGaROaILuIShMNmL1DFSXcpG4JScqg1NTyRkwoJSe5rZyYF6HMdBeUEoUm+0CWTLt5GREJhFKUdYWpG4q6oWw7wugIybN5fkXXjSA1ZaXpthsWt++Q+g5Zzrg+e0YMiXuvv07ImrNHT1keHLCaH/H07D2qsuD4dOqSunO7hssSlTVHi1N2V28SVWRxsGI9O+GLn/tjFKaZfs9uz5vf/A26YcPR0R0ePOwJd19lNbtFyAmUobcjtWmQqA90NP+gG9TfL8jPhBB3blbxO8Dzm+cfAS996Lj7wJPvd7IYPefn32Lot5ANqILV4t7NzTxMviRpoheFmLGc36Mft1xcvEdpDG3n2e5HdJLkVPC5z/1J1Ezjfc91+4Tt7hFFFYgOsjccLO6wPLxNtJEUBMZoVC6woccPjpgls+UBGcVl2+Gdw7Udpyd3+fKn36CSmdTtEd6hcgSRyUphhGK0DlUajFKQM9E5EAUIiTGTEGuqWiaEmbhvkRKKkpxBeY8QEp2nza0QGeTNliZPQq30virTR0iCLG+oPS2JWSCUIgmBVAKZFVGCyJFkNFIoTDDMdMnRwQE+Jy7Nnub2ATZatlcbzHxBU83YtFuUkjTrNeViweXzc05PYH1yl3a/4dat+0ijGYY9SpYsZitW6yMiliENlM0BJ8f3Ga3lN37tb7NcrXnp3mdZG8P51UPee/htpNYUZeLi8m0Ge4j1A/P6gq7vabsNb7/z68SXP8Wt1Ws3coB/8Pj9gvw/Bf4nwL9+879/40PP//tCiL/MtPH8NPBL3+9k3luePP0WRhWkrNHKUJg7aAXb7Tn9sOX48GUG21LpOTF4nPXIvKAyh4yu5fziLdKosTjMXHH//uewY89Xvvr/YLt9gKksRq8xYk1IkeuLB8yqW8Qc8OMZxIxMBikqZIhcXz6h2+/RQMqSg8MTfubzX6IRDt8PhLFFSIESk8tADH4ClpCI6HE+ILXGFJNsNceESOBzwluPVgXReoQpIQekUihtyEhySGSdEHLqlhJTAQEhJCnf5CPvN5AIIN0wPX4qrImcUUgICUkmSZBpciLLOVEWhhQDTSpZNTNOjo647jqevvsQ6oqTZs7Dt79JTIn1dkdwAWkqCiCMlnZ3jZQVT54+5vTOXRJg6pqiqjFGsZgfs3n6Nu/tv0qygvXyNn17zfOLbyJVyW53wbOzb3O5ecp8foBCEYJH5BI/Op7uHiKFYV6fMHYb3nvydY6WdzGi5Pdj3/mDUIj/N6ZN5rEQ4hHwv2EC918TQvwLwAPgvw+Qc/5tIcRfA74GBOBf/L7MCpNz1sXVBcvFGiUKivmK9eIWRVFQqIZn51/jweOvEwOsV6dIU7PrrpnP7jGrD+i7h1TliqfX36b1zyjeSwzDFb0NtJ1h3rxOylc3Etwtcrehqg9w4yUibQkhcHr0EqvZKeN+YLu9JGSBNIZ+u+fW0W1++ktfplGJ0I1Eu59MfVIiRkfOiUJrQk7EHMlICjV1MuUQSQhIkZgkOcQbCaukUBJSQpipT1UQEVIh5cTQZFUgZEaKBFIBk4ZHKkkSmSSYOHPvJi2JnDbt3DArAkFi2sgGEaaNbBKkLCb2xwSqQrOsK55fXRNzINiR4foSN3bMl4ecPX+GNgX7oeVLX/pJbMr4tmU+l1RVTbffsD5asbm8QmvB0dExd2/dw0jJW4++iaXn2cXbLOZLfv6n/wynpyfYYUshDXW1IAvF4eIOKUdiFlycfxOXE7PyAO+esWsfsR01z07e4fbRp9Cy+K4EWPwA9OIPwq78+d/jT//E73H8XwL+0vc774dDMNkwgOZ4/QpVtSaEhCkyRbVA6JLtZkshC3x09P2O4Eb8OJLGxMnxZ3jp/md468Ev886Dr/HavZ8hEHn67JvcOnyDw+UhXX/Be49/le3uXaQISA4pG2iaObfXd6iywXYD++01u/0ON4wE71ktjviZn/wyMyNIXUvorqdVk0k0JYQgSYEqK6KzGK1JORNjxChFQpGDnXhuOW0whVKILIgoVAo37WcT4FGarBIia4S8acz2AV1oQkrElEgZiNOqndJ0UUkjp25+1MThv5/CqExgSnMQYWquyBkkaCVpRIGIGR08B7M550NHt92yCw4pFYWfUS4MqpRsrjYcrNeYoqBt95zM13i7Y2gVuqwoyzl9N+LcDmRmOV/w1G652j5htmgom5K6mlOZmsKs0bqmH0fu3X2DWTPDO8/F82/z+PE3KMsGazckLdFFQ/ytv8MXP9dx9/DT1MXiA3e1qXLy0Sj/RFQ8hVA01Qnr1Sm3Tz6NT56h32CkoCwNq/oWaRRIJQnes909ZrfbMly36PIc0ZR48RqvvfIF7p58higS7f6cfnjMm9dPmDfHzJsGoRoWszUHq3sYXVCqmtKAyYZhP2C7ASUMdVORo2feLPmFn/4pZqUidTt8u0Ekj5DTBjbmMHkWZojWknNEIVByApxPGaEkBPGBek9pdfNYkpKDwiCRJClJedKypJs0w6eIQJK9JwsJqviAShRJkEhkCVJIkppcDpSAJAEx3RmCCwhjSOnmohABJRQ5RqSYJAqLpmTdlOz7gWVVY0OmyILNbsOtWzNW6yVOKEZn2W03HCjN6B1j36K1vlmRM+M4UpWaZrbCR4frBy6fPyV62F5v+aVf/hvcPn2JGBVKKKqq4vXXvsB6tUZJBTmhlMLQ8OjZBjt6VqenfP7251HKsdsOrJuO0tRIcWMG9QPsQT8RIDe65tWXfopCFwglkUpT1DPKakkS4GLGOstyeYIPlrOL9+i3LX3XsjgueOvhMzbt27z+6h9DCnh+/tuTLqTekq3g4eMnBJ84OFixmM/IOSCERlNysnwVmQRBjDjfcnX2nGG/xxQLfvqP/yyrSuP7ltjtp42gVIg4medrKYkh3Bh7JqQQZCkmV9qUUULiY5yKPgKyNBAzQiRCnPJwkRI5C5KPZCOZCsWZqcMyTZJdo8lJELwHJafHMk+vS5ruAi6CBC8i2TqklER10y4Y4mRNKqesJiOZvCA1WklKNaVOtZZQruiuLkg50e0Gvt2+xWJ1wMHhKY/fe4cvfuEnUVLhnaXrOm6dnjD6gaPjW2wuLzGrNcGO1FXJy/deoyoNj68uePz4W7z38DmPz875+Z/605ysb3H77j0O18dICSlGtrunzBYNn/30z2Lf/BbPwwXJR0YfqUXJxflDCmVIyXO4vItRZhK4/bDpyh9ElEXN6y9/CR96nj5/h217TlXMqIuG0Q04O6BUw3p5mywg2ECVB1z4JilDci1Pnn+Vq81DnN0SUsvh4YqqaJifHnC4LHn4+CmFXFEVM4oys5zd5tVbn8e1AxfP3mW3bdnvtvSDwyfJ5z/1Be4eLRHOksaRFO2k20CRo73Z6edJ050jUmi0gCQlOWVSYIKSj6DFlOHkSBIaKRJCa6Y8XCG0nH6n9zeRIoGqJuYkZVK+uXB0mkr9KaKFIkoxGQ2pRL5xMQhunJpCkMgkSTlPXUY5TVl/jGihQSp8jggyZb1kvT6kswFNwa5q6e2exWrF5eU5v/n1r/En/5Ej6rKmtSMnZY1od3zl1/4ef/xP/WnmVclgLTEGzs+fcnhwRJIFi3rFE/ceF8+f8PT5M6TJfOn+K/z0l/4kRiX2/QXXm27aC7jM5dVD6mbJye3Xyank7/3GL7HbXvCNt7/CZ175IpVPbLZXzOcHLOcBI80fnZVcSIE0EpEkKXj2m2uu4iVdt6eqFqzmr3B6ZFjM54Q4oO58FqKinFeENHK9fY+23zJsO/qxx6cRIQWHq5q6ypTrCmU+xeHicwgZCP6MVX3M80ePaS/PUSlhnaVve1JIvHz/Nb742deQYcTZgRQsxIgikf1AQk63fAFSK3CZjJw039MHAhmJYWoB0wq8jShZkAgkNblqESfrhiAyQpeQwpTW3BgmxZjIMkGWU3dUFkSjpvRFRnLWU9qRAVOQg0cJiVIGoTUpTVVksiT7OGl9zOQPE+UNKyQVUkTmyyVrawnDwPHJLXzWyKLi6fkZou346ld/k5dfe40YwPqAyAohDe+88zZf/PwXSbZDCEXwnnbfUUbPbDbn069/md4FtBFc7B9zffUWTy/fpBCGb7z1G2z3Z3i/5+6tiQ1LIsD9GcoYjEm4YDmUJ7TjjvXt+7zy0pe4dXRrckAQP5hN0ScC5Cknnl68S7u/4tmzd9lsdox+x5OzbzBvXuLk+DZHB6fE3DN0V9g+AQYlGu7cep27p2/w7ntf4fr6imZxTFIddTES8Vxvz1jM7tKUDWWVMcqQyzsYDCFacs607cgw9MQUEULxUz/5ZXQYSSmRnEOk+EGunLNCGf1+ORXiBGwpptU0+inFeD9fzFKSpQItiB9odCZuXEpJlkyP4+R3SJ5MO7OMRCURYTINEjkQTEnOcUpjMEQ7QkpYrcjjQAojRT0jIBE+k7VCmQpv/eTTKCQpTKu3QBClBG0oVcSpglnV8OzJE+Ynd5g3NUlrlnXNGDz76yuuVys+85kvkEWiqEuaakF3fcXlxQV2MaMqDEU9I994zyilMFLzqVc/Q2fPsOkh3X7Lf/F3/h2aogJmzOeHGFHx7jvvknJisBt8MNw9/gnu33oZ60dun97l4HDGS/df4tbhEaV+v0/0BysKfTJAHhO2bfGjox8DRTFDa0WXA3a45tHDlqHfkfKOdntNv+s4PDzmc5//E7z6yudROiLNhqePp6qhNpokDe1g2fUt+91DjtanrOvXOajvY3c7/DgwtDv22w37zZ6x3ZO15stf+GMsdSblRPIWmSM+WqRIaD15qZATWRmEjwgS6IIcMz6niaPWaio85TSZGzE1OeQsiBlMFsQQyWLK40VmktfKaWXPNwUebox5JImoJDp60k1GHYHCKGKEGG7SFOdwMSB0SUaRUkbOZzd2cjdZfprOAZMmXBeTb7oWkma2oKprnB/JOWD3PXdu3WWz3+JioDKG8+dPsbMFg3UcnBxw9uwZ/f4acsBKyfIQ1if32FwHzp895fD0kOOTu3xZ/Ty7X3qPJ5szdkPP4brmT//j/x1eu/9pdruW337zV3jzm18hxoKyWLNcrbkd73BwfMBPfu7nqIpyqoT3V6R6jlYVWhqEUKTvw1J/IkCuleaVlz7PaAcWi9usZgd09opf+Y2/xeZ6g0TT7jek4Lm6foom0ixK6kUkyj3W7gniCasTzzB2aB2mDZlUIGfMipe4vX6NMjdcPH2IjJn9ZsPm6pp2vyGMHu88TTHjjZfvINJEtU3Nwh7JNDEipqmgk2DawSkJWU6NHilMH0bIye/vpk0vZUn24cbpS6B0OTULZEHOARfjpHbUZmJFpPrAODSMA7IuSFEgMwTSdB4yWgiiyIiiwJQCrTJq3hCVQRhNjhBCYNxuyapAEol1NUl+07QRFZkbgCQSHrLnYLng7fPn5CzIUrI8PsEGy1xr3G6HTFA3Cy6uH4NSSCHY7Duq2ZyqmUOSjLZlvlhQGwNRUM8a7pevszw4YnRbdm3LwcFnePn+G8znK+azNU1lePj4Lc63G44Ojnj5pZe5e3rCtr9mMV9glOHs4i2+/tbfZ7lc8/L9z1GYBqkE1o0fja+PE7w/aBhjWM5mzJqa5WKFloLBz7lz52U+9erPcrA84Wvf+Lu4bsf9lw/punNsuObbD//fPDn/dfbdE0LcUlfTyjY6AQRyUEgZGdx7PLnsOG1+DpUUm6tznPMoUSB1OelI6jmf/cxPMDMKkeONdjtOlF2eOu6jyJPePecbQZaajHVinig+bnjt4Ak+3AjAIAmJkRBv7BmimMr9ITimzacg99ubfFyShSKKDEqS7c1CzCQTENIgi0njLoSeOoECxL4HpRAmIqKCpJBVSXPrBLvvGPc9ENCYiWFRkhwniUGWEqENerSIwjCTBftxTyE0OoO3jvlqTakNT5884tbde7ihpaoM81nD/npDIQSr1SG60PjBEbSjqhdICUPfst09JAnPweEdDlYN69kh3u0R4oAsEjlPDg3alBwcHVKWDVLA5tFbvPvw1ym04dGTt3n85DH1bM2z58/RqmQzPMN8HxR/IkAuhEApgUKhpSTEyKxs+G/83D89bY5SQuDxdmQzvMmDRx2qOKFtd9hxINzcop2byumDzUQ7+Y5cdx3L2QmfvneLmZqT6xEt4XJ7wfZ6w2bXo5Xm9sEJr798h2Qt0ihSGMghTHYT5MkWQkmCuCm35UDM4aZZIZBSmOhEpQGJ0vJm3EmeFvc4DftKacD1IzGOiAi60pNWpWmQuiBLNQ1+STeirwzCJ2L0qLoiZzFRleqmgygLYgzkwiCVIaRE2g/ElNHOYZoaU5cg1wwXF1jjUUVB9hmhNUIJ4pggQpSKuqyoGoPuMlGJD25M+13L4auv0vc9Q9+hcyb4yWH36PiE4Cw5JfreYUqFDBKlLYKEtxpihe0tLo6s6qPpffIdTc7oHAgYe8t/9cv/OWfP3+Xy+px33vsW++0ldalZzG6zXLyMkordVc9V/4i9v+Zg+dFS3E8EyD8cKSdSjpR68ume7uyBk+N7DOPA5tFvc7h+lUVzi033dbquZRi3CK2R0hGiw1pPDiWbreX5lcPPRt44qclx5PLxYy6en9N1DucTpZYUUvDqy6+wqEtEnIRP2YeJ7UiBlCJCaXKawJxyghBJN6t1FhmhDEprlDLEeHOMnErOIkZ8ilMKkBJlVZJ1g1GSKCdGKblEToGYR7KY7JWnRhlJkmp6XzEjC0Ugk4MjZQ1CYp0DkQnOQwgQM6aZkTSTCX8GZQyz0xO6yytCP6DKClwgaklRlcQcSf30/690RSk1KQlc10KIqCrxfLPhZH1A13XIQrNcH2CHfhKM6YJ9u2F9cELXdZSmQPSwnK/oxp6u32P7yNZuObv4DU4OX6Isl5MIL2e6fsfp6Rt8+pUv8Uu/+f/jP/nK/x2hMjG2aLnElCsOD+9xevslfNfxy1/5//Lu03dRpSQm95GY+kSBPN/YFWipiCkjREaKjPcDu91zyIb7p19mtzyn7R+z4hTyiu32is3lFq0MSjuiSIRgcQFW1SE/8/l/krurE84fPMF7GF1g2O/puz0yQTVbc+/OLVSeOO8YhmkVjZ7kHKRAjJEgBSILNIYsNLIq4H1vchIJSCkg8uQP46xHiDiZEE2JPMZUE19OIoZIIpJiIEVP1gopNApBShpvx5uzZkQWhBwRbiRKQXAe33U4H/DWkkKi0IpiNic6j91fo+oF5XwFYlo4CInyYMm42eHdZJeRQ5qEYkJNEt4YyTkxXyzpriamw8bE8WLO9fWGuycnnD15SEyRN7700+wurzFKMqaIGz3ejRS6pG1bUk4cHByCdxwsTyjUCVeX72GtZ70QeG9xdmS7u+Di8hm68hwdvcKnXv0M33r3Nxhtj9aTuvH+3Z+gKkuc25IzzJuaxaJivpgzbz7adu4TAfJ84w+Y0vSDSqkYfUc7bEkpsNtf8Ozp1zg6fIPDgztEOTCMPVFEhInMFodofULf7fHpOVlVLKoTmqOSl5ef5ljO2G9b1rfvcXV+RjVvUCJRaUVMnqPlAcdHa2KKZNcT/EByDikiSUIW0/wesrjhrSd2NmUgTBtTgUL4gL/Z6SsUQoipOZk4ydWEBKHwg0eIhM+C5AZc8BMt6RIiOkTyhKQQZUUSCj9sJz+Y6PGDJ0VP8PHGc9FwePcuzdEh2tRTHi8VOUK73bI/f440GlPVSGPIQ8Q0NXiH7YdJvqw1KTmkEBRlgRw7CjPl47qumNU1QhkWVT3JEoyiCIqzxw+5d/9luq5nfmNFcX11xatvfIauG3AuMI4ddVFhlOZosUZmTQxT4/XV7hJvR955701+85u/RNdtuHj5jN3Zk4k4iJKibnjpzius5nOGoeXJ829hdIn1I82soCwUt2+/+pH4+kSAPKbA6MbJ4JJIiJar7UNyLJjN1iTncYOlLhekbOmHc3b7R+z2G6ytuH38Mxiz4PHZrzI4S6GPuLy6RDpFiaGcNcgQcGEkuEmvnc3UbFwy41Ovv04hwA17/O4aqczUhwkfVBtSnhgUkTM5ZiIgkkSmTBJxYkWUQPqpsJNzJsaerGqSjbjBARI/jESt0SLhfcDbYTrW56moM6loyVKCs8Q0XR8KaGYziuMlWWWMqpDVlM6FBDkEXBjI0pDylCmZpubkldfZXpzRXV+j65piMSeEAAliTuQYCDmQ8vQ7IAVltaCLW4p5w5ASxydHtNsWXVdcXVyQcqaYL/HW0fUto43cOT1m6DtQhotnz7j38qu0mw1912OKAi0EL7/yed56/G1W65Gh3/G3/s6/T62XfPvb3+Jif4Gp4MHjdxFZk3RGi4w2EHPm/Pxdum6LVJ6229CNI4Nz3Lv9Bj/12X/0I/H1iQB5zomxbzFlza475+nzt7i8eoej9SscLo8oyiVlsb6xFB7o+mvGLtB3mtF6xlVPyhEhR6pqCSlTVhprA0P27PstQii00tRNhR1aqsUMtV4S2j23Tg5J3pGdRVfzqVk6TJYQ0Y+TPV3I5Dyt/MhMGDxSaW4W+GmD+b6fSHTEnIkuMgwdsR1xfpLahmCRAUZrQRSIsqCQkrKpyUoghCYjJx91rRFZTBPcSJP3SrIUqpw2nSGT8k1vbMhEASk4hFH4mEnOYaRkfnoLNVvSPj/Ddh1lWSGKkooZnhFJwvtIWa9AWfbtU0QUyLJAZ4kTCh8cKirOL3sO1wc4O9JuJ5ltXa2IOTObr7i+eo5RBju0U7+ukKQQuNqcs2nPOT29j/UbHlx8i8u3n+KdZPRTylY4Re8tpgjMFiVRFUgz0If3GENAlYHROa72nm50FEXGNJqzq4cfia9PBMiVVIS0Q2aJKQx3T19jNTvk4dlv8eY7Gy4vn1LKYy6vv8a2fZf9fktMNTF5cvI8O/smRs65dfplUIGrzZsopQhywPue2eJVdGkYux127Jkv1xMr07cUpmC+nJP8CBmUyJM0NmaIcVL4xYlXJnkQgmhvmBQtCRFS9PiQSUagEYSYsUPHfntFYUqy99jNFgpD2axpZkuKwxMoGlK04MfpdcZEzA5ZlihhgERWghwStm9RVYGuG3JWBCDZgSg0ycfpTiPE1MHP1Lsac8YLgeg6CqGZHx5ydXlOigETw1R0YpIYiBAJvgcUppyRbUS0PQhNXc/YaMHgpm56F/xkUx0cV9cbXn7liJAzlVYQMqau6fd7FodHECedeFXP6Z9/g3ee/iZjvsZUhtv3ViQLV5cdl5senzNFLWnqkmZmUCpTVSXNLExFM9EghaQoPTZnfIy8+/CrbK7e+Uh8fSJAnoGuu+L5xQNWyzuslncmE6CnkfOLR4zdHmdG9PaAq80zdrstSp7S7QMkwXx2zKI+5fDgNqO74Dy2xNAjKFkf3wOj2W8ukCmwOjlGxIiWkSFlTuZHFFrh+2Gi6fTkzCpSJt14oyTviDkRho6xbclSklxEyER2GSEiKQFaI7IkSbDbHdZFciNoioL5a5+lqEq0mlSAEcjekoNDZUGSN6b3khu74wRJo5RE1nrSrMtMtBbnE95anA+kGwlvCtOgMLSkKGeY+YqcxLTKGzWNDguR5cEhw/Yab8eJjpSSnKaKawZCGD/g5XvvocjMFyvEs0doIRiip+0Sabtj8ekl++sN7fqSxcEtOmtZntwixEDTzMgpAJmqbsg+kRQ0lULFglJBqTVlU5JSxoWewXu8ABsCqc9UBcQcsc5PUmEpqeuG5WqOKjTXW8v+qmVo/wiwKzlltFlw8ei3ubw649bpQGufsG2fEX0mKYu1V1xtrhiGlhA0q4PbdO3AtrvkUM6plxrHYy62D9jsNhDnHM9e4fGTN1l//h+hnM3AJU6OD9lfXTHurpHRcOvWLUiJNAxk0jR+ZGjx3Z4YPJBJNt0Y1Jc0y0MQGuccWuVpOKwUaKPJMeFtZBhaRFlTa8nxqy9RKk0WgexveO2ccCGCkmhpkOKmkSEmUpzmDokUSCrjxwRhJAwtoW9v8vNikgc0M4rFAbIqEfr96qsn+oQd3U2PLAgyUkuSluTo0PMZfpxM+8mCEB0hO4TSyAS6EOS0R+ZEu+swsx26nDMOA3YcMMpgCsPV2XMOD48YrWOZpu9ufliTmWjNet6Q02RznVNJt92SfZ4auoNndHvq2k17Agk2R2SbGWOEAurKUFUFWUa8y0gNx8eSg8WMCs0sZWwXCb9rq/x34pMBcibdR6agbXeY4jnWbZB5QeeeIVWLNJ59NzlIlaVkNiu5fetl6vIOMhkur97i+XXL2dk11xvLG/d/lmW14vL6XZ6dvcfrL32WQiqiGxn7PTFEqrKmqRqS7fG2JfQDyXu0MeiqYVbUU0uZmPwHo7Pg7KQeqWdomYlu6q8UN+KrsqrQzYyVlMQcKGsJLkyKQyUJdiDZSJaCdNOPmVIgjCPWBXLbT6uzkggl0UZSzw9oTu8gtEIqA3oy4c9ZTZZz0U9iMJ9QhSHXFfWBxMVAf7VlHDqYq0nTkxXOtpRlQwwBrQpEFpPTbY7ErEl58mGRYjLT37U7iqqg202Oty5EZmaG63q6qiKGiC40+33HxeUFq+UBpjQT36I0ox05Pjrktdd+mif7B7jNJcPoGUdLWRjGFOh3ntEO5CgoZxqVFW50GJ2nXtlSo0mk6JFY5pVCS0FnBL0NH4mvTwTIYwo8efYW1nUYU6FUyWx2l8XyJS6uvs3V5jfY7i2brcWoisW84Gr/JloWVPM13lva3TO6YYuzFbcOXqOqKrQSVPUK56/pdy16VtNeX+KtvaH3NFIm+qtLckyY+YJqtkJGP1VRhYAoEDEQhp6UBYLJMD/FEZRACo3z06ApweS/iErkpMkpkYaJLklI+s0VYbTT+EICwlnE8gCtBFpPTlccHqObGVLmySlWTvJy7zxJm2m0jIuEACGHqVPfTbOEkp+mMkeRkYVBaUOxXLI7fzYZiq7XEAPZRpIQKGMQUhPtOKVIaJKIhBinIQDLBdE5fN8zOzhCaIPtWwD2buD4+JgwWvr9novrC3RS7Ldb3NBx696rk+oxpkl5eePdGLxl9JZhDAxjxPpMzIJoE6GPeCJ1rZAJXJYUIyQ5UhoDVYVzkf02MJsZYvD4MOJt+kh8fSJAnmKCILh99DnOLt+hqefcv/06TbOkH7/Ab71Z8xu//bcY+pZ6dcxB8xI5tfTuEfv9A1KUZDpiijT1jIP5nL79FqOcczB7jcPVLarCEIaRsR8Z+pFSQF1Mktn5wTHJ1sR+Q3IDMYkptxYZvMeFadKFMgI79AQUCIHUZvIm1BqlSoScrJdFAps8OIetCnSwDNfXjA6k0cyWa4pFg9ICJKgoSDEi5KSBSTmRlJiakYPAJzmxJSngUiSNbpq4nBM+BfzYo8tpdr3SDVonZAzIMqOVZH3nJa7PnjBstlTLJaaYY8c9ZTVHSIsUoI3B2nHSssdA2czIZx7vPbIscX3ParVme32FKQ3d1ZbGVNMG31qEDzeMUoAqYvsO11Q0ZYMbLepGHuuDYRg9UQpUBcE6pCgwpWbMIC24GDFCI9XkLRNDZhSBugCZIhe7jm3rkGpqGInxj0BOrrXhs2/8LFIoQna8dOcNFoslOUeMkdy99QUePvoGMbxJPXN4rhltzzB4bO/pbEDKyeHVD+cYPOSIEImmaMGv2dseLSTtfk9TGAQZVWiUUqRhj213xL5jHC+pFitCdCifbpTXmRwjSUiyC0gBSRvSjaYlB/ByRDPl58FHoveMbUedNHa3Q6M5OD6iWCzIUk9d9TkSXSBJTZYCiOQYQCmyh+gjMYIbBqx303DccSS2HY5ERKDE1P2TfESXFWI2oywMVTGnPjiGpkRrw/LwhN32Ajf0k+Y7RXKI+OiwfgSp0HrK9WOIJD1pdXQIDONArmvqcsHx8S2ut1dTM3PXsTpYY73DW0dRlSA1ow2YwhBcwIqBGAW73YZ23zK0Gxpd0eURESbJsFSS5apgJQpcN4Au0YVACoVUgnHIaC0oC0klFTZ7nE8QA9pASn8EGpmVUlTVHOcH5vMlQgistez7J+zbc8bRU8kFhViRAzw5/zbBT5PgKn0XkaCsNVpD172HDS39uJuqJP497izvsuk2NM2a45NbDOMe2w0URYnfXdM9epvkBpQ0SK0ZLzcU8wahK1QWmFmNktNYkxQCPklc1zFsdpNOPHjYxqmgWUz9mM56fN/RFAcc3H8VYzTBOkI/EoRAS0jF1LU/6VMgRYU0gmwdfTtg9zuCc+RcToKrumJ26wh9S6CaCl3Npr1ADBO3Poy0m2u63ZbN5QNsdhzVr6KqkpgczfoQt7skFcVknREDUqiJgjQCPZsxti1FbeiGPUVlKMuSAdhvNozFSDFfossasqdtW5arNS4Fxq7DBkepDcpMAPd68l0/ODrm6vwaUzbsu46ox0mHExSSjBFQaNClojQzolSU4ibtioDOKCUQaIKUNDOJ7QMpQslUR/io+ESAHEBKQaFLXr77hWmzs33CbH6I0RXOWcaXLcEJnBw53/4GOVqOju/z8r2f52BxH+v3XF19i+uyZ7N7gnXg7Dmfuvt5Hj5/h9IIjsrTyTzfeSpTUGiBH0fmp/cRCJRK5JhJdkRWBQaNUBLhAilEEhmhpk5zvVyyPjiAZJEp40ZPQpLtgBsHEIlmccDy1h1UTriuxdtAVpokFUkKZJaEHAjRk3wm+o4cAsFFIhpzeIuqqJBFiSgMBE9Smhwi2VnCuJ98XOoaCZSrGfPTI2JW9FfXnH3ra1znwOrlz6CaOWq8QFZzQt+jmga36UEqpCoRShHs1AWltERGB0wmqJUpcDbiQ2R/fk4xn2NUAfR0+y2Hx8cM3sHQow8PJu8jAWPXcev+S+QUODo95O//53+HIDTeCULKOOsQThKVx+cRUxu0NITgaUOkni8otWC0gWQjKWmqhaaoFFWlkHFqONk7+5HY+mSAPGfa4YIYHcvmFCkl3g4wk9TVmqKMHB5sOGsaolrymVf+OO3wlHu3P8vL994gi0z7/B08jymqQBk08zhnNHDVX7JqjgneQFbs9lu01pRKoZHM1kuS7eBGVx3diJIaPMhysm4gBWLKhOQgTpvImCKmrqZJDzFhtJp02mZGNWtoPJAdMuVJiusjUU6tc/KmWSEFS4iJIAS+H6lmFSxXGMRNqX7Stcfgpr1ClsRhO83/DAFdlmgtiVcbQvBopRFGYxYL6qND7i9/gbM3v0r37DHN3ftQGDTgQ0JLhawasu0ZQ0Akw2yxmpiusUWYEtP5aUDZ6DB1xfbykkxEOY8sFUYpnBvp2y3VYo4Mmc1+x2mzJASPGx1Dv+NwfYwdRr78pZ/l197+O8gscDZiB0v2kZQEeaeplwFTx8n+TkOdW7KoicHRdwOdd9S2oZ5pyqqgJE6GTu6PQLoipMKomna/Jfgn1OWCLAXvPfoVyvIAn0fefvPvsW333L73RW43L3N+PaKrSGvPOHv+NXb7B/iwQUpFEgYhLEhFPzjurtcYs2DoBqQSnN5+jc35Q3RZEX1EhGnTFPYtEkHKEaUko500zpPKUEAWRAFaKHJ+nzmYBIYppGmUuNZ4H6dhV/XU7Ox8wMvJO1xriXMB7yM5TVU75xxlXRKlwF/vpl5RxFSQArKeVj4lNHbs6bstRpToymAODsE6oh3xu47YW9qnT6iPTqhv3ebOF36K87fexG8vMcUM1/ZIownDgNIa5wxuHEi+v5EWKHI2lIWgmWWa0bFpB4zRoCXZRa73W5roqMqK/bZlPwxw9pzZYsGiKpFkwujRhaHvOo6PjihkQbI9Wiv63uFajw/TaBZvM6MbCEFTrBO1UkiR6PeKWOyJKiEbSc6RlAMuJOgDVkiElpjyo2eDfiJALoVktThl0RwxjD0h9qzWp+y757z19q/z4NFvg+uRTU3ILfvxitY+IuzPaLvHbPc7/DDQDm669d5MXcix5PToU3Q+ErdPUctDVNkw2h6/7xEHRwRG3LDDP3tC6DqkLhFGI7VBCTE1EXPDfiiFmc1IUZCTxvlIXdekFPGBSd8S7CS/TYk4BOJM4IYRUZakGLEZ4g3LE3Kc2gakJNcFth/J6aYamhLZqKm7SBfTBjkmgrWkEBj8iBQRdIHMCm0KuFUhpSL7U7pn59gH36a+fY/Vy68wnJ+jKkUWipwnOzqFoJrPsSkQ9x2u3xGERqSMEoKmWVIMlkRCCMW8bNiMOyRgh4GqmTFfLvDOoZcK5wbOz3tOTu/Qu5Hj5SlSSLwPlPMGU82pw5x97/AhQ06EMZC8IkeJtyB7R68lOWcGnSlKiSgmw6ZSGSqt4abo5pJFlRpjvnci3XfHJwLkcNNfoPTUuxsk2jQcHL3C2fkDSp1xORPDnvOrv0dMIzmNhKiIoWfoR5xTeD9NgVgtBFWpsH3CpZ5lNWd9epvoEweLQ4IdMFVFsCP+8hHu8px6fcr6pc+gmwalNcJ6gh3JCrwNEAJunLzQvbUkGdDK4Ow49XAmhS7qye3Nh5sxh45w1SGrZlLahsgYLeNmizAlIUVSBFmbSQPjEz4EUpJQl8jIZD3hB7ITOGdpdxvGoSO7SJ8DZYxoadB68m5UWpFRFIdH1GVBthaKQHN8TMyZZrliaFswGpJHREuOgWoxJwmFVBLh9pNa00wzjWZKkZqKbr+jLBT7cdKSpBAmCtBM/uuxdZORUfAU8xnRdZTlitFa1geTTfV+sLS2R04vT4oKlxJCQl1pmlJhfaLbe1SVSRSYLBClQik1aYRCJmYFKeKDZ/DDR2LrEwPylDPDuGHf7UAYkt2yH98iqkfMDhVpUxODpBAFprzL0F8i4py6OsC5tymFpCobTDFHyJar6wdYG9h3b3K4/mk+9caX2F9fMdOG7rpntAPOFzTVgqOffH1yvkp+sqt3AZIjqkT2ERUzUQiUmjQkelniXGToB8rKEEMiB4eQgqgUMiaigOAz+WbCA87inCeEDEWNHQf63Q6zWqNsIMWW4CaWRChJ7idaLwjBsO8JMiKyYLAjLggqKZk9PWd3Ak7Iyb1WTJu54CProxMODtbMlyckl2Bo0UfHFAiknBNtJBuD3Y3UsxVpaDEo/L6dBHMy4pxldXLE/PKS82HANDVpsGQR8NHeGIrC0HZ0uz2FMdSzGUPXslgsSSkTQqAqanyKXG8vSamlrgwiBHwQOG3JCQo0VV1QryuKITEMESXVdC0mgQySpCJSMc1BMoJCV0Q8m+s/Ajw5ZKwdub5+ztAPmKrhaveEd5/8lwxdB2FGQcmQBbcOv8ysmPPs8m3u3v08RdPwzXdKrrbPIfU01QrnDSpfU+hLhrBn111wdvFNCipCnrHvhskA2FQsjk+I7fVk1RAEOXWoGG+aODIhhqmdbZwmKWelJyYkBeI4qeFyDGhd4N2IROFzIngY2uspp1driImQE77r8c4ydiNCGIJ1qMbgB8vgpoloSQmiAjc6Nl0/WVAo0GXBuNsjo+fP/JW/RtUNDE3Ff/LP/3MMIpJGz+A9IU49mfas5j7v4D/9Wcr1DDV0qHo+uQGUAqkMMcwJ/QjSTAWuQmNdgJSZ1TM2uw1FPcNfbaaZolKwnjVcXA2Mw0ihNZFEu9txeHiI1poQ/TSUy2i8G3HeUo4GHyyJTKUSHoHwGi0DBXlSd8JEx2rBbF0i841/o4tEEcgzTVFpsoiEsWc3JLKW5PjRMP6EgFyQsyXEkYTD+o7d/hFDZxjbFXNzhI1bjIrkNDIMHQLLYr5EmpLazJg1czZXV1z7M5QuuHP3U1xvCzb9I56dfwvvAz/xys/Tu466Kum6HVFI+svHuLa9sfxO+NEhkUhlkEriBztx39MUAIQPhAwuJFJ0ZKlQoiCSpha1cU9MAm89bWdBJYr5HGIiDiMhJcbBIooCPV+QyJO3udKoShG9px8toWsJ777HeLhmlBlPJiXBvu+4e7GjbHtMiORuQL/3Lu3hAW4ccNKQlUL1I3/63/3rzAaLWy74yr/2vyXOKtbrI0KM2M01s2qJEop61uC1IFmHygU1ijEltJYcHJ1w3VsKLdmNFp0Tcjan2k7fyaSln0wWx+A40jflducwxhBCoOtaILNeHDL6MMmcnSDGiRWRUk3SBgU+R6SSlI0ieRhHN7kKyIKUAykwpTM7z6YLSJ0Q8o8AyHPOdPaCR+e/go8B0sjoMn0XAYnNPU5tkcbxfPd1FCVFrXnw9FfwMdPac+azGVnVBDtwUN+jrNfMaoU6s5yfP2UsRrzPmMIQuxYXM6nbkBTMTm6T/YgdRkTZkJyfSucpE25UHVlqsg03s+4DMmXGmAmbPU3ZkDXELAnOo7TB+ojzmdgNxMMw2TzXJewHRN2A0sRxwGmBSpohO/rBTnYWY8t/+xf/Q+p+oKtK/so/9d/EKTjf7lHaMAhBWxbMs6MtCr6Fwm97jNKYcirPLy7PqbsBHSPs9lSPnjB+9nX63TW6maOExPYtojKQMjJqtDb4rkXmhJU3HPl8hZGPME2BHu00frysqJuaEAPOgxKSoqoRQhGVJDnH/uqSqpwm7RmmcTJFaTg9OOTBs4GQp8ECUaaJDtQKWUxyCh8mdzHnA/0YqW68ItMQ2e4tY5RkB0ZGjJYU9Ucb838iQJ5S4Oz6Gzw8+1WMOkLkJWMXSGnAu5ahiwyxR4cB62fU9TEp1mzP99iwRRcjWa5QeFzesbUQWkGwG3IeqGrJ0ekMXTnSOGllQrSIvKJYNrjnT6EsULLEzGoIAV9ZxqstsixJOeG6jhgTSSvSMOBDBEpEVZJlJrUD/W4PZUXqBnICUxb4aOmHntqUBD8ydO2k0RAKISVJlIxhZNf2uBC4aHccvPeEuhsoYoTBop885+tMNnRlUTIUkr/0j/4st/cD182cwWdqlUFEcnZA5upwTVeVYC22qXneVMxTpttsWOgKbQq8CMiQ0FKimxnBOsqyxMfMenVALKbN8WI2Z1W3yAPD+eU5F5fnLJqadt9SFRUuOLKfZMlxtIwCxnEk7Lc0JJarGYdiRpKGw6MjLu2WynuG1uPjZLoU1eStnkIkkDBCoJJAIJBaEnzAj+BSIoUMRlNXBtMYqvKPwEoeomezO6fdd+Qkud6+SwiKWa1ABmxn6V2HUo7FPOJsZr+tyELTND0xWy7Pe3IyE++cv40f8mRUj0aaAsSW6/1brMynCd4yK2esVnP2734bvVjRLNZEayF6vLV4n1BNTfKe4CJZTrSgT5koJ0tm219R+Ao1mzG2W0YbkDkRfZq4aOGJUdDue8qDAjtYRuvwN85TMmfc5orOJXo7crHd8myz5ZFz/NlCs7CZttB83Xn6DLIyyJgQfmpqeHfWUGpBXRjKQlOWNTkEFrMGHSP/5z/zj3On7eDTb1B5i2hbtFAsyJhmDsHi9jvKYoZQBYRElIZypshaMgyBqjLUyxX36xkXTy9o25bSOcahp6wqVGmolZqGdOmCYeiRwRKriryD+XKJ3Lf0OXJrvuaf+tn/Hv9u91cZxw1GS8beE1wiB8Gun4pcUkXUosHMFDOhkIVGisjQewYvyDlTp8mWKXtBKv8IqBBjjLgexlaTGNgPnhQ7slCYXBKniVCQKsgVKWtSWFAUGet2dLuOccwUeoYQAR8CSlUUVUFMEesC+3ZPpV8DErGPHC8bxifv4EKgqEs2z58Qekf58Cn7gzm5mqGQSDEJrlKGkCbqDG1IIuCcRwiBqwwhC4KSEMNkhhQSvhvpEzjrKfPUVIBSZKnxIuLHQL/bMzrLdT9y1Y/gA1ed5S9+6fPc6jueNzNGYagLhRKTkZDImXo5w2SPEZpSCprKUJUVQ99SKIEqCsZQ8bQqmUWPtCP7dktjSobL56yv9ozLBXI2n4RZ3iKkoFmuSdExjAO6NkipqIoSYSrGxcjR+gCbPMasGEeLQrHzPVVRkZ1FZMPMSPTFObousNsdWztS7eeE5cjd1Yo3Tn6CX3/nlxEqY5TEyUlOEbwjxYiWCoFHCTHNNk2R2cKQdJ4KelkgjME7gRKWuig/El8/yMygl5imMd9mKu79Ys753/xRjh4fho6LZy0yVsgicbQq8OOOwCTRNFJRak3bZvY7zXK1QuuKTf8MkRIumKkLRiW8T8giYUzCaE8pDKVW+BC43p5zdPwqvbtgZir6x9fMh8Cldez2W37qX/srFG2Pm9X81//yn2d+cEqzXJK6luLsAn96iDflZKSvIllJbI7UyiB0ge9bnPeoFChnNWo2Q/Q9beuoD7kRaQVCu6PzDiE09cUVGyHYdRaRItfdSFKKZEreFQKpCowxyDg5GhRSMTeSxghykjRFSSk1hdRAZHVwRFVV7NodZIh5WvlimOzj/LDlc3/p36DYd8T1im/+W/8GdhxQTJOiU7ip8maJFgndNBQxkrJkvpxzEm/hvEUqyXXMhBDJ1xvUak0gMz9cUQ9TNTRst8T1ko6ES5Grs8fUZcmXTj/Fr37913DZTsMLmGwrhZEIBPO5ZjYrIICtRqyNJC8QRlOKkiCAlMgZnIrEH0FnUAD+lznnXxNCLIBfFUL8F8A/z49o9HgInsvzHSFrVB4phJ4aC3wk4qYP5CV+9GQB67uvEWTk+eY9pPDMmgY7erpuoGokTV0QU+b8Yk9BSdnIqXzsWs71GUdHh6ix5dX/3f8Rtd1zPKv42//kL2B2HTpEcuq5/Po7bH7CcDJa/tj//hcp2h4/n/Fbf/F/ThQg/aRHIasbX/KAt44wjOijFboypM5O+X1MtNsds7LGDSODtRAif/bf++tUw0BXlvybf+KP45SkLGbEnBB66nzxLuLHHkmkUIpVU3KwrlnWcyBQlyswAgmolKmKCtMUyOIEiebq6pLt9Q5TVpTNnKPHzzDbPcp72GwpHzykvXebGKBZHqDLRIgJNbhpeIXIU86eBOVszpJMIRX7ocf3I0+vLmhkopKBhao51obVvKQyBbKYLP+unj9h/94Tym7D+tVbnKz+OEWuaN0eISf/DCEzjZIgE0lOhIPUifW6IUmPlJrRTy2EQz91YSk55e5D90Py5DeTl9+fvrwXQnydacryn4MfzejxlCIPnn6TxaKmEYIQO2wIaDEnOE+QEek1OTtMaWiHq8kMJ0yNsFqUeCze9RyuoaDgahM4PxvxqefkQFFUM6x7xGF1n9cOb1F87S3UZodyHhMjnfW0VclstOwLw9d8pH7wLm7n+RO7Dh0Ced8yfvMt/Ct30RjKnNCPnpMPZwzjiLM91jtmrIiDxdlJHSelYL/t4FDjc8SHxPzJBdUwYEKkyZbDsadfLKm0ICEZnSN6N11IOJqq4ORozeG8Zr2cYcoKCVSLI3SlUckQhML2HaUuKJTEHB+SlGBzucF2A0NxzdmsYpw31P1APDygf+nupJE3Bd7ukcqQYsIU04jw7ANGQXAO225pyor69in9gwdIpTisK5SIzJsZq3nBspaTXj9m+qHnnTe/zdmjMw6kZqEE9YOnpFfOKNCkIRNLgQ4RjEQahSwkUoHvIyFJpLJUM9ACfJ5MSpVO6NpQlYKq0JMb8A8D8g+HEOJV4KeBv8+PYPT4B+eVUDSCo8NbUGSsfQ4WtJ46WGJyODFQFge8dPdLuLyn2zs+/erPkYRls3/G6fo2hdIo1ZLygn17zrbt8UMm+zmzOSwWS46Wx1xePsEcH3JrMUPvWrqq4KKu+cv/2JeZX7d8W0j2Z5eUG0VflOwKzSJnhrLgbQlH/YgJe/6xv/LXKLoBN2/4u/+zf3aqaCLphwEZA6psyGlEac3V2SXZKFQS9G5kX1d0RUGTHfui4HlVT6xPmqqs3nlSdBilaKqGk1WDSZHN5ZaHT8+oqpJSCGbNGbOqYjGrWJ/e5vDoNqachuMOImLqGSIkuustvpnRx8hf/5/+D/kJU6E//zmiD1TzGUVRIZwnkInBQZJUdYMLjtl8hk8dRmSquiabgoP1mvbsMfNlw2wxo17PqcuCIkWSt6SsePzonBRBNwXjEDAuM+rJ/UCpAhciOU6T6GSI9D5SzDI1BTZExi4Sg0JvR8pSYF3AuoQpCgojKEpBMSsnF98fBciFEHPgPwb+Fznn3UeMfv6BRo8LIf4C8BcADg5n3Dpa0qw13ltsSDSLgvn8Fv1+xtX1O5Puomo4Wp/QzG/z/OoB62WDCxX9sCWlxG63o/cZqRxXmx1jmwgu0OaBFAyHdc1X3/xlPn/3M/ii4Nf+1/8i3a//Jm/LyZrhWB5wWRQ0nSM7z763fHNw/Ks/9Tle9w53+4SZdciu497lhqLtp1Wo7dHPzhlzQTaS/fUVRVGio8cNA2OSBKV48uAZi9WCnARDiPyf/tSfZLnd8rRqsDnjXMCFyQbOpwgZpMx4H3j78RWbOOnMMQY2A2VMvByu2NQVPntOF2/zuU+9xK2791nffYlZUWEWkv70eHLlrRQ5FgzO8/TWipOQKOezyX9dCKLKxH6EFFBFjdSaFEa0j1RKslysyGYqktWmYKEE1XJBrUp0rcGNpGARouLs4oqiabh16x7n77zH5vwZcXREJDlFZo2Z7N1TRjhNFycPncFq3CxDjtg2TrLmLhH9Hk/k1rri7sliMlpSmdn8xjL4hwW5EMLcAPzfyzn/9Zunf6jR4znnXwR+EeClVw7zGC7xm2u8d2QMy4OXIHX4cEXKkkW9pKo8l9tvUFSfQciRB0//K2I0DB2cnZ9x9vQcpSrqpqFUC0rtSHFk9Ja42/D1/ivcvX3KPt+nrA/xsz184Q0+rRTjfkN/tWNWKYZFZN+N7AdH6y3RS55UNbXP2P0ASRDLgqGuqIYRW5ecobChx3UJpTWzeUZ2kW6/Qx8s0UrjM2zbFhEFDggZNs18spzOnhgkfZj2INM4x8TZZsuQBCfNnPuj5dfjQKtAWc/fePyE4xjZaM2/9Pkv8JWzjvcuv8oXbz3klfsPmR8fcfT6p1geHLI/e0TwlqJZTzNFSciqoCxK8APbZ+cYo9FFAz6T1TSmXaZEIqPLikNdsulaBmdxu0vmxlCTON5e05tjRiXJsuHyaoPtPaermvXRGt8P2LFHMBKUm6y5VwXrtWG/m6ZjoCLIaeSMHRw5wRjS5BEpE2OYcndTS+4c1zR1QW5WlHOPT+0PB3IxLdn/F+DrOee//KE//ehGj4tMYCSMA4OPHC8+xyu3f4bz3W/zbnsGck5VzCm1wPsrzi+/QQg9SjQM/pKr7Z53Hjxl2Euk8Hzp8z/BGy//BL+l/2vefe8ttAkQNATJfu/RQWPeeYgQgaYpqYVAzO8zLHccdwPeWrbXey42e3Z7uIoemzKkNPlyu5FdNPxH/8x/i6NdTzdf4XLADQE7Tt2XppDMK8O919+gOlzSD47m4hIXEhcX53TXLc5FQpYEBDZ4xuinUeZZ0dmRy33HCJxUFf/W17/OOgS2Vck/+5k3ONi1HMdIczMQ4Fa/47rQPN47ZuVIc9Cj6gWu7WiWR+hqQXKBsqqw40B3dka++xKqKvCuR1KgTUU5XxIqx7jZTDJjY0h2JEhNTplCKMZhRKVELeGf/rf/I+p+YJg1/M3/0T+Dq2dcPb/iYHXArK6pTM3p3fv01xeICEUISBdYHc0oKoUZy8l1F/AepInorBkHd+M+IAgZyqJEGgFR0vqBk/uHrA/vIDX0/vyHAznwJ4H/MfBbQojfuHnuX+VHOXpcCMqiYhjENP2Bmrbf8Oz8Idtdz3reENJIcCMIz/biHDcm6nmND56r7Z6YoG5KZEwM/3/q/jvYtnU97wJ/XxxhppV2POlm6V7lKyNfSzZIsi0Lh8YCBO62q2ljiuQ2dNGY5C5ogrsIxtAUmW4a4ybYuHBAgI0DzpJlXyVLutJNJ+999t4rzTlH+nL/8a0rXIAPVIlWnTuqTp1z1llz7X32fOcY7/e+z/N7phHnAxrDqt8SwhFpDVpaOiTf+4/9K2zGBb9Z8eV/+R9Dtw05egwCrxXzIkk5k/BkHPO8EHwgOs8cAl4b+s6yGImzLTY4uAuLzWRMY/jkt3wjq35FlzLxjbe4vbgg+cK0LNA5goelTLjZM6fIkhM51a1miIF5cTRa00nBa+OR0xjpSkE4z8l7L/iCUVxpDSlyayzjvQt2w56uZLZPnrM/6Xnp8WP8spDjFVprXJxBRLrdKauuIafCPBzRXU9ne8Sy4A57vJ9IMWO6hhgCSdXcTiklWmv63iA3G+xbb9BOMzpGumnibPJ8PlT4l1biTgKg6XZb2re2xDmgFs+yDGzFI/bXEzEqhDAQZUVdpwImExFgqjElRxBKoGPh5lB4+7KwPmuwfU9zhxX5eRV5KeXP89eP2frfKHpc4oJCycfVHJAFX37jc7xz9RyKZdXcR8nC1fEJxkjcIrnez9j5iqZYRJHcv7eikS3TPOPDkXeffJFWn9J2e1arnrPTDki8+tzTDxPKR2wpbPcz5cE93P5AEgfGyyuu9nteXA1c3wzM84xL9bG9Mobd9TXXq479LGkaTWxbWqExskaNxxj51Ld8kvOzDX1RPPjH/0XU/kDYbPjs/+UfYN90iJA5TI5bN1BiYgwzQ4YUIyllSJl1Y1HA7DxvdJpjY8AHro1hePyIUy35La9+mG+cZx5tVnzi4gzLS/w9f/SPsVoWbp5d8h9pwSe+7W9g9+hV2lTYX1/RTQMPP/S1tOZOSDUOOL/QZkFYppo+UQRamQovCh4hBBKBCx5EIKeCVZrjvQvmroV5Yek6ht0O9+KW0/OLqltJkTCMrHZn7LYX7G8PJFdIbiIcJi6fO5S0KOHJd2IvkUVNnSgCLRPpDv8hlCDLTApw+Z7n7fU1q15wenZB15y+b3V9IDaeoghyMgiVmMZrpLlH2zYYbSjJcHH6MpudRbx4gXMjGskwFrKPxCJQUtG3mrYzMBZ0NEzTyBAGIgOPXzrj7KRlGieuhWLZrdHHmbTbUj76YXKcuXr9c/z4j/0sn339GUPSvDiOPHaO9xqNtA0nSvGv/+xPcxIjgzH8rk9/LcPRMw6eRgpQBSk1pyc7Xnp8n03Tob/0Lmp/RPqAOQ5c7I+Ii3PELnHYDzxrbshJkpxgWhZSKZhS6PoG5Tz3xpHnumG1WfFvfOcvYnM9MkvL1967QPdrHrSWf/gP/hH6aWZZ9fyFX/U9bLzH5MxJKQw/+4Qnu8/RdD1n9x/R9x1+PHJ88jqx66vysUj6pkWvd6AkfnH0uw3JVX9n0YbZTxRh6NcbwuIJeUDJRJCC/+LXfS/3Fsfx/AxpGtbb06o7SY7ipmo8yYHdxRnHp++glKoJ2PNSc06NIABKZLQWhJgJPhMFtFKiDQgRESJjeosqIDQEKWsMZPHM88+zJ/+FuHwMHKYD7WpEKkvbn7LaGs7Y4PyRObxDL3Zsdxq3dAwysY4d095wHBZCDCjTQFEYoYgMTMsLXInsTjTahEpr8uDI/Ge/4zfxveEU/8pDpCzc/NRP8Kf++F/gv3trYL3akOeZ//D1tznPmUul+NX3L+gEbEOkKYXiA5urI/vtGiMzRy+QZSEUTbPesNpssKsWvuYV8skG9kfSdkP50KussqZow9n1wK67ZvIZJcBqQSyCjTKYJfBvv/kOZykztQ3/ybd9I6tVz/f/xT9WD7qrFf/db/kNbN99j9VduyCmCdtYllVPGUbGxvK0bQnvXLPdvclFt6YEx+HFC26ePWe93nDvYx/n8Uc/SqfuNszjiDSK6JeKkBYC0WiUbEhREIeBWEBngTYtMWaO3uNPTtj0DdF7NBnbdsgscG6ipAWWidVuh+4symsyhcnNCKlqAIMqZAGBgs8Bn+505FYijELJgjIKY6q0YbWW3Os2tKIjOVdJAe9zfSCKPCfB17zynajWYTB8+OVvZUkHiqp4sxSe8ez6LRrbolVDv0oIUQ0OfgG3FMZ9rMwQ09C0mfY0sbGSbWcpxbN4iZAtXdvwIj3nR3c937jdkJPjyRde50ffumV2hRL3fDQVznOmL4WLlPiYELy1WnGtrzhPkb3W/DSCeBgwGV6JiXeMxGvBK9bQW4uKhSIbbn/XP4N69xnLy4/pTAfjQhKZ1cmW3eWK/eI4EWtMNJV2GzwfC57zXGhKQfnAh9xCsyy0U10eiWGg/9nPc3PvnKXvaOeZpe950hb+01/9PVwsC8/PT1i9+RZXN7d84e13mFAV/Ww7Hn/yG7BSoUrCXT+ne/AAN024w6FyXKxE645uUwH4YfYkzV1MjERKMNogjWahoFygbFqevf0mOSv6zQpjDTZH3P6WcbujP73HanuCd0fUdsN7h/fQRtzlkNbVvCQjZEFrRUSQciKjawpfUnif6DvJ/U3P421PL3uQkjkf3re+PhBFbnTDL/+O78P2FlkkjbVc718wTF/i6YsZ71/UBUds0HKNVAEvjtg2sjszeCxrcZ+SC5O7RaiF9U5ydrYmhEwhk0qCsKBtw6qVvOGf8ih8lJPoOO4PtFlhvEPIwOPdhltd4wOvleLF2Tldo/nHv/Ub+KQfqnFi8JSY+V3vPWcXEwdr+Nc+88186iMfom/XGKkIIVDahvjaq9ydTFGmUrvaVcv5+QWiN5jbPXs3UZQkT450tmN88h7SBebWctyuCa3F9x1iWlj6lvH+A5LS/OFf/ys4uR3Z3z8nqJ7VPU3sNOL6wCsPH3LbtrSdojnZcfboMb1tkEKgZC0eYmE57NldPCSd3SfMI8ENhGEiuJGQMyVmSlTVnaQ7tNFoJej6FatVTxpnom9598mLqnKcF7arHrFqmJaJ9vaKfrPD9A2sG8T2hKvhy+xOesZxQQTJ4u6yloyhsdAphekU1ipCaiihkEJmKJGrYc96X1idnnO6Ocear4L0Nynh/OyMtmnJKTK5I9N4i84b5qPh+lKyO9e0SiMIYMC5RKMaRAsX52d89zf9rcQQ+OM/9J8Tpefxg3OsETy/vMUYAVIyzAEpJCJMhAhJNizHS/ZzohWSR0ryb15ecfrimmPb8P/4xm/g4EdOVj3n244HFP7+P/dTrF3gqBX/waP7nKREUwoiRH7R+Yqv+9qPorQk3WHcyNSEuFzw3pGLJpWEVortxRlyqZGGHCXBCkJdAPIffvffwKNhIl6cIZUgCcEf//7vYXt75HC2IzcSIQDZcGt7siy0IrDerBG9JTcdF0qyhMzh2TPc7RWDnxAXZ5ycPUDrliI1jV1TCJXJGApFa+YbTy6FZaz4Cu8jat1XHkycyUHSbbecP36Zplvzzo//OIf9kXefX7FZdZRS0AqMkQQXWI57oneYtoeT+9woxTANqL7hbKWZ/Yw+aOIYKELQWpCdZH3asu4bRBAch4mboydMmXG2FL2m6OYu5uPnqUL8hbi0ukMjZ8/N8Qm3hz0xDhzHFxzHPW3fsO5XaBoWv5BDwWpFFpp5HglxZA43LOFIZKngnlJYfGaeCqEBmQTzJJiOA0+TY6V3nH2Lxdx7xPnDC06+fM0nOsPZ5QtMzuy855/8/Ocxy8LUNvyB7/8ezt67ZOsjJmdkgpdPt0zPLhEhsLQW+dIj1psVRRnSslBShnKXyyklKktCCAilUVpjG0MvNuzWjkJhInAwHn/Yc01G7NasrWLVmFrUTYu7d4bKkTIFfEhIn1g/OEUqhTEdPnsWFxAh0m123Dt7QH7tVZbDbZXTJthfPqdZrem3F+Ti0UWxHG5pug0SS3dyivcLzk0s00hSFuEdOVcloJCAEKxWK3bbE9bdij/5A3+YwTs2bYuQkmUJiHiNjJ5V15KTp2klVrd84XDL5BwnW4vQkm5j2G4Dx/1EDhnd6Iqznh2x0dVb2sOpsVhr+MZPfYyH91u8P3K1D5i2ff/6+oUp4/e/com8+e7PcHpyzjvPvsy9k0e8/Nq3oK1kf3xOEg7VeGIMzH5CIulaw8JE08CUBv7ST/83aKnI2pEw3B4d3i/4kJG2ZdOfYLXmUl5z9fw9hiUw7w9oXRA+0LaC7Yc+SnjyDDHOBGuwy4IOkRXwyu3A9cma2WrwhclaxseP+IMf/hD3/cTtSc9Z26CUJGdP0ZI8OMRbb5NfeYm02iB6g148fp5qSrMxQGKz6mhby7x4etHwLEIcR4bRIWNBTB4lCjdkWq3RbUtzeopuLfp0Rw4zyWvmUJgub/GigEoIMq0Au9lwfu8CZTugkGLm5t23eP7Fn2H36Jz12UuIKLh97yndyY4cPP5wwIcFvzhMbxGqpkQrClKpupXVoLXi8cc/RjQ9JUV8WvBlhwKMkmT1lST2RL8+IYwCn29Yd11lH1pNv9UolVnvDN5nUizcXh84Th5pFKtW060bzk83rNeWkzPNGC55cX3gbPthTvvV+9bXB6LIQwz8xc/+UX7xp38t/eoRUjWEknh2/QaDH/BuAOVprWGzOmOZj8zThBOCvj+lW0lCkDSNYHdvR8wtukimWdM3DdaAzRafMoSIX2rq2dvHAx9fdbTrDTvb8OGv/xif//QnMe884arAt/5nPwC5MFvD85DJAv7Ir/4u+v3AeHbGdq3wo+MJmnCz5+zBA0oulCJgnjj77f8sYn8g73a8+N3/cj1YSgnSoKQl50xEsjs5xYeIMTObzQmb7Yp33nibw+EGsseLzK7foIDReZZhT3lyXQ+Juv4/ri5OsPcecP/rvh5pK9Dn8kuf563Lp2xPTtk9fsSqO0HbDqUEjz/xSebDkcsvf57h6WdpNucsQbDznvbshEyuhDCrEOpuvV5yTeiLgVIy2trKUI+eD7/yCj/xl/8KfomEeUATkLKhM1sQCRESspM4Ese0R9gK7ARBSRCNoutbhAlMo0dpQWsV65Vgu23Yne242KzJ0hPSDcM8kERmSTPPr9963/r6QBQ5WTAewJgtm9NT9vu3eP1nfoIf/6m/yIvrS/bDFcbAay8/ZrM6wS0eH49IabBSoNd11W60RsiOFC3eLZycbGk45dmL59zsX3A4TlxfjbXIy0wZFtb7kYcf+xhOrTg/71Eo/Ice0wbPj/6Dfyf6rfcYzk44E1QBVci40w4L+GGhJEeeAz4Wzu8/QHcrQKDefIbYH5DOw36PfPcd8qOXEbEgY0LGRM4J260RWlK8r9p0NPdMi/2o5vlTy82La+YpYspE2ze0uy1diZVUqwUyVXnttIyU2xcsphqvI4oHr76KbnvcMjG+95yZZ2xOLlg9foWSHKvtmubrv5nhxRXvffEnSd0aFxpawG62oHVVRUZfV/+qvXM2lcphh7qFLorVqqMx4GLguMy0RiJli1CWLCVL9liliAlu0zVaK5bFc1wc/dJg1g1dq4klV4dS21FY0NqwWTWcrhuk9mRslRibTGMsvYI5fBVQbbVp2d9c8eyd19FW8Oa7P81P/NR/xTA5SnZ4F5ESbJPJaqTpCjFrcpE0usFIyZRnxnFBSoksEj95VFPI8lhX29Kx2gqWxVIWQZgDv+Kf+9fpDgMPtiv8P/h30ugGt9+jmgYxDBAS8bXHGClQoWBNZikZUSKHy2uid8yj5+bmmpc//nEe3n+IktWxE15+SN5tYX8gnewIr71a0XW+pqGlTAWLFoEoqmYHWepERmq2qx2bj6+5Prni2ZtPOMx7igRVQBmJchmbLHLTouyOYT9y9eSamyfXNCvL7vyMvmlp24bVZo2+/xCjNCl6lsvnlKHBnN3DmJbt/XP8/GGunj8j+YUQlsqHjIGUIurO8hdyJE0e3bVg6qE6H/c01zfsbMtJu+EwD2TvgA5pDbnEmnihWhCwTzNX4wEfE9McWJaIdwLrArFTdJ2lMwa3VWRVcDFBLojoyNkRc+awKObgCC4gs6W1m/evr1+YMn7/S2uFL+/xl/7qH2L9tmV0V9wejhTvaZSlUZoPPzrjfLOmlBEhZ6SdSb6y/8gWPzvmWSKUQ6JIUYHMkPaYrqB7SwiOfqOIrvDK8UhzGJDOo/aZ09mjVz3peCQvE92DR/QIYgj4ZcAtDhFBzx43DizHkWWZmX2k7TZ8/ac/hbIGYVtkSMSm5/b/+S+i3nrK8vgVMhZRIjk7CpEiCilVxSJSo2JGNy0yBdzoaEpCdZrupcfcuzjnzTfeZHz2jNtlwEiJshUFUW5uKUtkQKCNZbXd0J1u6LZbRIZ5umHTn6KaiFIFu9mxvf8St8/eZr66RL/6Icq4cP7SY9ziWNyBdBwQ8o4oQHUKiRiROaOQ+GUA2+Iu3+Prf8c/jzkeebze8N9/6FW88IhUk+waY1FGVYP04kkp8c7xwPX1sUqLhxreZU1gORTmG0F/Ftlte6QV2E4j0Oguo9SCizPBBVzS3B4K4zAxzgc6fXz/+voFquP3vUKcUWZinC8RcoVtCw/OHjOON+QQ2a4MQrkadRcNRXj6FeQmoW0kFUMOwJSZSySXAWQgO4lSBm0kUlqsgLMHBiFn0umG8MNr5M2RtF1jvuHr0H1PGge0bXDDgJtm5umInxIpBZwLuCXgl4X5MHOzjMyL4Jf88k9zdnKKNga0QaaCLpJiNPG1V8lRIXJBCo3uW5YYKnJNyopdCAWhNKJQyQImEeeEdNBYw2al2XzyU9y+/IjLp8/w04GSC26cUL3AI1gpTbvt6VrNtm85O9vQ9BusNBRj0CVTsiUvAyFnNucPmK6vOL7zNutHjykxc/7yI66eZWhWZHcACtpa3HFEEJB9i5ENKtUc0+bNNzGHA8p7LIWPicK42tEIOFmtWHcdtl9Vo3RKxFKYpeJsfcEbV08ryatmPlKAXDLz5DBG0aQGqTVtq2maBmEXWmPZnjxm2M88f/qUw+1MCIYhfxWwEGMMoAuNbvA5o2l5cPYxxtUVz56+TkaDgmk64L1FiIWms6gi8MnhQiKJGpKKEKQYODjPvASMgh0Nzdqw7nt8nFBYpmXFn/9Xvpdv3CviWU9Jmf2zJ5hUiPOCUhq13qJiYLm5ZhkcyzgwOEd2M1fTwhIKL330o3z04x9BikrdEpm6gBKCGCJC6Do3z6XinX3CJkWxum5Fta5oaFH5J2WpaAdrACMRCVq7YrVWbLc9Dy7us7gD8+zIpBpMaxqQCqELWoBpe6R09F2DtD1CmUr5Khk/HMnLAbuTNOsT7PaU6cV7SN0h+5ZuvaX4GWk6UopQCna1rjGJygKFRtc25Ga3wa177FDw6zUvNhvMzQ2nD8949NLLbE9PaY1E2w4pJS5l3nnxNu8+e4LKlVyQBbicUVTZMSHjpoB3EYUgGMMLE0j3MrtNj1YaI1rIBlE00xy4O8H+da8PRJEXahBpSSM3y8T+aNHsKBwZh9rT9W2Pc0dmd0OMgm4B07RM81L5GyiM0RgkBoXzLeM0MhdHXwRmrZjnEecCjTyhtOBWHeJDHye89ybh8ALb7FBrTZqPzPtbbp+8x+G9F3gs0zgSlsjgIyk4DrNnd37BL/rMN2GlQAiFsvbnEpkTkuIWxJM3CRcPKG01TkRZkDrQCkGyFl8SStTV9pwW9LhgpUQ0TR3VJY/0AdVIutWOVespeUtMjiQKQjaVFB1cddk0ipgStj0lRY+7eo5pt8wpoEwHyiBCIhwHpLXYrqc9OWc+3JIPDq0NKUOKHqU0KWZ024KEHBaybVHa4A8HJuC//rt/E+eT42Z7Rvu5z/Ha/Qse3j+l71ps0yCcJ5fImANxOvDW07eqkSdrIJNFIbmELxGyIjnIPiKbjAZ85zkpPa3WCJd46913ePe9icMhM88Ftzj0+zP4PxhFLoXADZF9OkCSjIvjUhw42TR0xqJbh3eBxS8I1XDYO5wUnKueRGCcE3FJIBaSF/TdGUuW+HhDSYnjkMHAEgPjfqZtoWkEZEXcXzO++xapWFbbnuHwgsMbb/Di9Xc5+MgyJWQviCEzL5HbcWZaFprVjs98+6c53a2qgEgphLX1sasgB8/5b/+/IQ970nbHk3/un6WsNti2IUlJToEuR2SQLDESpiNuntAI+iSwokUZi0iFrrMIbbC2QxUJQlJKTyFRBKAEsbWIGPGpoCkk5wGFNiuG/S3SGmIEKQP65AycI6YIYcasNhhfQ2Pd9RW2X5MAJRTSFCQQU8aYHh8DkUBRhmW+ZYyJcbuj6Vd8zbd8mu3pmkYbDi+esn/+HsmNqLN7dP2OJ7d79otnCQWZClkVsvM4LVj1mpwV4o7BqLSkUHjwQPORxx27k57jLbz1zlPeeb4AkhA8aIdsvwoIWiVnbsaBXmWkXOHmQHOvY7Vqqk7CKIrMbNenFATX10eGKWL6keQTfiwsU0DIQhYaqSwhLgjtEaJwnDNRFeIChI4QMvM84L1jDle0549BKOabF+yfvcX15Q1xe0qnC+HpC3xcuL05cDkukAUP7t3j237JN/ORj75KIwypeFTbIFKmyFLhN289QR72dYR4OKBfXBI2J5QQ0VZTfCZqjcoORCYhSUIxPX2bOcJqvWG93dJajQgB2fbkEDC6QZAQWtc0ivIVLbYmK1ACYvbkUG1rRWqadkcsgSQqhyXdXKLbDmVr5LcbjyRR80GRluQiRhmCX1BAjB7V9mQpaVRPcCPKaJyfyFpW+laJ2PMT2vUK3VhUHMmXz0kZpGromp6333wXWRTDMKOKotkqdFNBp6vtHYKjWNZ9Q4qB43FBJY1A4IMmZkORhpRvEUUhSkRYyXZj37e+PhBFHlNdznSbjmlcCAGSeoHqM+uNQ6sVMTZAQcqGszPBi2e33N5O5LDQmobdmakItpwY3FOKGDntLc5F5iQYxojC8ODkNXLxXI63xOTQu/toWfDTwDxco1ZnnH9kgx8nrt55QliOvPV8IkjLK68+5mMf/TAf+/CrnJydVtaJVuRoEabeSaGQFMR7Z6TtFg4H0naLOz0BP2NMT5aKhEJLS5QJVSbEXTLF8fZInm+ZbnvKvQvk6Tlt20FOd2G4GaFqgq2UBopB5oQSmeRq/IrUDXEcK+mreHxINP2aIiRpHoi2QYRATAtKtTTrFSVCjqnGTGZHt1nj3ILUBqssPjqCm7G6IQkwWSJCZgkg3U0NAh4lXdezWq0xhxUpF1zTsu5XeAR/+bM/irSax6evcDM9Y3e6pmkFUhdWrSZrSZcUkRpElkLh+jLzejuzOVlom1P6foUxd3qkIpFGsFl/FWw8BYpT+4BpHLi6Gmnans1pYL1rUKqezE2ULK6wTGDFjrNtTZWI6cjZWcOuVzzfe17sM2W85v655eJsx7R4nj67YX7qkdkyjldMy0TIienqhuZa4C52hOMVuwePQBgOl+8xHzwgWZ0+5Jtf7Tl78JDXHj7idLdFloLSNSYwBI/utnT9lkwgec9yOFCC4+k/9Y9grm/xj15FrzeoxlKkuotKkXWikjQ5JUqMKCJqfcbN9TXzdE1xjpw92mRsU2h1ITYtKivIUGRGivrzYq5BWSknSkqYzQlCJIJPaFujYBpl8M4yh4mm21JkJeD67OlXp2gR2N88od2cI2JGGEHyUz2AIvDTDNLhdUFkC1LTpLm6+4Oij56GTAkL3XrF6uEjGhdYb05593Ck2225unzB+brn6z/9GZ6GN4hGYHxiTh7tC3leOEwLsUhKhOvBM3wpsrkoPH7U0rQtrzy4j2kj4zRBMTT6q0KFKDltt1w7R0qB023D+faMzbpjmo7c3h7QMrEshuG4YFRit92CFMSkUVKy5MRu09A0gmGGbe/ZrdYoOxHKlriM3F4lrm7ew4WZi3XHr//nfy/bcSFt1zz73b8dtTklLQvstjSm5cG9mmffrVZsuy1GW4xSJOfJORGXkSgkRmj8MPxcLqZs1ohmi9wADx+hsqQITZGKhKzFGBMxuDsvo6FRGrU+oZiW0muG5085+gA3R1TbcH5yDxszCA+6QQAiS0pyhAIYRYw10CtEjyqShCCbBmUgzBOmt3Tn5+iYSO5YD8vG4o7XTFlA8RQUpUDwjjgHckn0jarBXK1lnqYqu0iZIhLb06r2RAu8W3j29E3Oy2Ps9pR7r32c6fYK2XT8yF/+EZ5fXfJgd4H3geV54Bd9y3fww1/48+wXx3ycAElJmeAD41xpWUIX7EqDbrluHY0pPHr4ElId+dKwJyyRHL4K0t9ySSzsOT3T5O6Ee9vXMGaLiyOHwXG4nejaXMHtSJRJFFFwQeGWymnpbGC7tay7e1iz5fbwLtHfViqTaLG9R/qFzankkd3wLUvLapiQPsJhoH1+JK53SFKNBRcToukQpdD2azrdQCnkVMhE5sN1tYq99rXYviFPMzkJEAUjBTElSBljLCiB95m8eFKReFQ1CsSEylQ/5LlFF0HnFpQWyJgYLp8z+oXjYcY8e4J8cI5ab2mCQGSFaBQ5enLOkBRZZmTUyGKqySFDqytauWlWFB/wcQK7IudKLpNKoLdnEANgQChyDKAkbdsS0lJh+0SM0SRr6laXwnh1wOtbjO3JJeOOt7Rti2p6zldrus5SfMv19Z4f/okf43J/iwQePXjI03eecPHoAd/xtb+S//YH/2umqaBloukV1lpijixToRTJujFs1xatA0pIjF1AR6xu8MJR5PvDED8QRY6A3A7YVc/D1TmNDCR3xB1H4nJAKFvTjk0mOcf+uHATR2afyXnG6J5EYbq5pROJECXvXY607ZEH5yfMXhJT4f55y3Zj0FIS5IZl16EOjrRb4y92FeQJaLNCbTWlSESKdFqhpSKRSNPIuL9hub3FF8Fuc0oME1prSswV9SxUjUPMmeAXEJrsoRRBQhHjWKNVvEeljNUNugFQ6M4ghGCcjoxXklgUh9sDurGIvqHNAkpNKhahqyxBIHtPkhmpZeWqlASZiqMukEVBtS25KKKbq4iMRBGmJtsJiZJwevGY6CcSBaVaSlB4N1KKII4LRlIJviJyvLpC5YQ6WaFsA01H0/WMx2v6/RaxXlOE5sd/5gtcHY+cbXes1iuUkmzOT/mrP/Lj/E277+LX/ZLv4wd+6A8x+4FsFFJL7veK9cuCVdezOV9TuhmrIutOs20gqxX+4X2ePLtGtV8Fd3IpAZsZpli5GuUZXXfBbqVZrVdkMbIsjmlS+CgpwTCMgTk4GtPgZ3BzZImJHK9wY2aaF052Bl0cQkhWjaJvJVYVbgfHfp74N3/bt/Pr5ScwD+9hEJhSUKZBFIEqAoxF67amHkRHiRkfCmHyzOOEOH+E0hKiJJU6WUlC1Kz7lBDzTHnjTeZHD0l2RXIR7xKy7wi5QC7YtsV2TZ0UAFL2aNUzjCPvzD/DnDLj4nAikyWszjPZO5quQ0kBSiG58w7oBmIiWkEOkbBMKGNAd1AkyTti9HdPKEHJEzGDVZrFDWjaejNpWlSuRnEpIBdBmGeatmUJieg9Vlq2fUf3zluM2w7ddWitEFojpWUaDkgEBcuf/okfo2m+8kTzlFIQSrJZbfiJH/8xvvnT38av/syv44/9lf8aXyaMEVxc9Lzykub+2QM6s2bvnlJ0g0VBclgatruGJWrs+7fkH4wiV1LD0HF1GPHlyL3zFZObaJ2hoMgxcnU7cnNdWXxGgwsTyRe8lwxHTyEjRGaaKjQfETmSiIvFmEK3KxwXiRGSw+DwAwjref1rVnxUG5Sud22BBVmQ1CQIhSQD+IgPnuV2zzQcOY6B3akiLyPybvKBghAcKdb578v/9L+AOhwJ6zU//g//VqIxxGRrtAoC3bU1TtwohJDIWOftUgsePX7Ms498gi/8zM+Q2gZ3O5N5wc4H/MUJ6xzQIWBtPQCWnGr4bMpgJZY6acneI7Mix0J3uiVQKM7XEauxpDiTjEJkoJXkFBFZEKOjlBrcG2df7WtdS7zZk1OEZeI3/jd/nOY4sPzY5/jD/6f/PSkLjNBotWE5jhAlX373KS9ur4k5k9rKmveLI/Vrtrstx/2eq8tnXJyd811f/yv5Mz/z37LaNdx/sGK9diAPhDvNjJEn1RCDoShLYwptP7PZfDXMyVMhzD15Xsgq4/zCMGaU6CFaXhwWXlx7hlGxdhPj7AghopUkJImMAqkTKVZmCTmhjKQ3hiIjMQimKYEvuBAQRYMXOJd488U1H335FKQgCxDGApFSam57jr6+QTHihoFlOuDmhXicQEEcD0jFzzFX/DLiJ4f40tuoQ0Ukl+FIfvNthnv3yO0alSOiQFsyDpClr/AjVQ+LiIJpOx6/8gpfevPLqLvQqfeOE0XIqs7LmUZMNK3CmAYpFSlHUBrtDROS0jSoOx6MILO/eoJdnZNkoSiJDzOySIp3gCJkSdMYJJk0TYimR6BpGotwrt6FRUFoyerNt2jH6Y4UMPMoFC4fP8Dv9yzjDUIaDu7AH//BP19T4myDztDaBmMtOQVKiZycbHn37Tfp+o5GG77r6/9mhvZ1XnnlHNIt43KFDxOzcxzG58TgAcPabridR7SCbf9VkMjsQ5V09ustnXVYHYilZZwNbkrc3krCYOi1xLuCyJKT7YYYEvMYUApsDyerHUm07I973DyQSOQo8FMmDwmRJLZTnJ1Z9kNE+MQ7wwtK/ihKWEzXITI/92GRQtXYvRQpIRD8wjhNjIeRYVy4r2H/4ilSaVJILG7CTw43B1KrebVrsaWwdB1vCsXy7AWmPSL7js50ZCnqh3o8IFc1GUOmUrnsvq7DT84vEKFKjV9cXhIPI1EIclH4xpJkR5MTsBBFQeu+smnaBhEDWRpKQ01sKBIpZ6S2WNMihSWTyERijoThiEwdxlqig5IXrK4fILQiRV8XRllwe3FB2GwQxyN+vSa+/DK9MYhTRZwdfjjw5378J/npd9+r2IkUsNGjc0GUgqUaO0RTI9wvry45aXts6nn5/GPY9gVu7glhZom5Lq3mA4fBkXJhb/aMIXCxWyPTV8GcXCrJ+lyw6lp8ygSfqp4hBdTdG7LqA1IUQqORGU7PDMNYwdRKS6TMWLOma3s6lXlB5HgId4evgnepJpApg3KG7UrSPWpphCBqWR/dIdZtZRZAqWbkaSSERPSOcThye3PkeByZp5mcPIPzFFflqM7PhJiZxoDLiT/yfb+OzfHI5XrHECIhBJSPiGGm6S12umVle1qjEMFiQ6bkQIqFEDMuBEwquDBDSHRtw+00oY41fbnDI0QmtLG6740ip0ieR2T06HZNLhMiBpSyiKYhhIjSGiUjJSQSFbSptKUkRwwLJUeiKJRlIsoIuk5ziKHGp9/5V//KP/Z/5dw7lpdeQeyvkKmu6+fDwGd/+nP8yZ/8q1BETbUOgbDf40Pi0f3Muu9otaEgONusOby4YvXaittnz8j5Pi/1PUFdcX17DbJh052yajtimpnGgVAiIjtuhogxXwXTlaYxnJ2d4sNIDoHDMTK4A6+9fMqqW0ERWA1RJvSsSVExz47FOZQxrDeS4AWT3wMzjlTj9mKN4WgaTVZVqTbPmSc+cP9xz4Ntj4qSEBbMF68przzGizuLVwkYH/DBE7Jk2R+4ebHncD2xvz6yPx559tYT+gdn5BwJKbFkWBbHsETmmJFSc7s5YcoF50J91GoJMaOmEasVi7xBt5piDeU4IdzCbpi5Wa1wtsHYnrtFPlaC8pGreaFZHElLJBEbQTUFGXM1cmeBEZnAjGwqAyaWhBYeozKRiNQ9xmhyzEgpyDmQ3IJcbYjLUiO9fcCsG0yRxCRq4nT0FCGZxoFhsyacnWFDAKHwy8TtcODzX36DP/yjP0LJ1MNxqgwVXzICxeG4Z79dgzYILcnCoqVi3B8wjeHm8gr9s/fZvdpxvD0gzQojLJQGoWCJRxbvMUrijgM34qsg4lBKiRYNx2Xm6tLz7GqiqInDVA9kQwwUlWhMgVD/oJYwI9Dsthu0yIjigMRxGTnODkmmWRfcYJCyQYqM94W17QlZsEyWN9+cMNORr/n9v5v2OJJ3G579zt+O6DtEFCzRkX1kHmduXlyz30+Mi+O4OIaccRlaXxhmR1oc7bNrbrueY0xMDoQBn6tVzKUEQpBTQAtBcJ5hTrxYFia/sKRMExP/95/8STYhMNqG3/M9v4LN6Y6SDEJWj+luDDyZr3jvMHBPgNaGYiW6JJSLFFNJAMswk4VDdwrZrtDe4NyAWa8RNHRLwssI1pBDRjYGrRvSPKK6FUpKFCC0JvqADwuq6RE+Ms8Th8sDQgi6WOjahmFxXF1e86V33uW/+Es/xOQjSktMqUKrXDK5UAm2Jd/N9iNaaLJPSKO4ubritddeZUiOm8tb2tVjtD5hCjfcHE3NRgsZ5x0ye4SpkNSr25v3ra8PRJHnnFncQEiRw2FimPZs1g0vns2MtqWgkKqQOkdiYbPb0Zeqymv0hsUteOcIM8xBEmZBuxF0xhDnjA8z87Kw7u9xcfEhjssl17cD4fnE1xwkZj8gQ4D9EfnkGfGVRxQhoAi8m5kPe47DzDj5+vtbJlanW+6dX3ByskXOM9/w//59NNPM3LX8R7/m1+ByhVNSqllAAinXnvZyHri6vSENM4+WmedtSzCGT4bMOgSanBHB82oRTEZXAoBa0bvAaDVt0zLME1IJGmsIMaCNobUVlqqWylAvWmKiQCwTUjYokcE5TKuZl5Gm69FFEnJAx5pilgqkZUKiUNrWiPVSyCUhS52/+2XmehyYikff7JEpMxTBk6trfubtd9iHmVQyKguyyFUzU0TFjoSI95GYq448h4hKGSkkLnjGaWa72bE/3HD95DkfefU7uGl+HOcTwQu8cty/uEAWR4qOJTiO4fZ96+uDUeQlc3BXFFHotoEL22PUBqVO6NoHEAtH9zqhBNatYL3qiCkRcuLqds/tcSTMkXnKgIEsMcWgtWFRC250qCJx/sjobtjfvmB/eSCrjsv7rzGue7bTTNqucQ/uUdxMSplSEvPimJyrrpYYiRS8lLzy6DHtuqFZWT7SWbplQcUI88LZ4Yax6bl/vOJyvUYUSYwenzzj4LgcjqRl4d984w1OUmSvDf/U130dt2vL0FikDyyrFcvjl5DSkEXA6pa83dCVSFsiMQWO48y1MbS9pY2RkhoyHmShJNCNJfqE6Ayamt6gYqRPGasN0TQs7pam6UkuEVMgzHdJE6YliLvQKkAWUxddMRExTFIyzY42ZJwqLIvjZjxwCAs5FUqpiLkiRMW/lUICphBZp4gBZEoIo2rxqwoefffdd/nIJ3p2Jyf4eebyyYFXPvotvB5/kHeunvPRV1/h/sljhuMVV8fnaDJrtXvf+vpAFHn1PwViESxREHzkG7/pu/nUh7+NL73xY/zslz9LYxSrkzPaxqOMIpQWNxfmpVBCy7zMpFSwGpbsOM4C7QtzmEEa+q1ElMSL6y8zDZ4kwRpBNIF/4zd/P7/5bIfbNggKKdc314+OaZiYFs/kPMFF5hBJRvPg4T0a2yKlJr/8MnlXwZ5h1XP/Ux/mb/n3/xPaaeZoLf/2d3yGJS+c3o5cZ4FE8nEkJynR5oKIkU+2lsMrL/N7P/ERHvtEfPQyqrOgCilo4jyRlSRpSdO0+KZlHo4cpwmhBDIrhuyRqh4iYym1ly+CdJgwXYOVEiWo8S7LRDdpiq6Lm77ric4jlMEriCXRr7fV2xo8oWREyaScmOcZaTWNMlhZjR37xTGNY51M3dnZiih3tjaBKvkumrAQQuAwTTS2QctClhkjoBhNdoWn7z1l1fds244wTbz3tubs3qd4T9/UzKXllpvjC1zw+BDJXw09ecmZ/ZDxc2a/X+jtipfvv8xut+N2eIer/Zd57dX73LtYY6THRwG5Zd1rGp25tZ4le/IYyCKSM+yvR6JYEGT6PrLZrLBW0PuGqW8QKhMDOG4Zm4dcv/KQlZ9Js6MICMmzTI7ZRWLMBFefHL5k2rbhdLdBdw2ikxSleOtf+EfhrXc5nJ1y/8136OYFHRPr4nk03vDrP/vTrEPkYA2/4xs/xa1ecbQWEQJj2+Aev4S1FrvuOa7WCCEwBJTUeAnRO1LKNNISpaNtFCF27Kea+5kaWBsLRqKTQFrNNNcbQgHSFMhG48RMUwqd7Zgmx+q0LpNccmRZyDkhcqIUgV8miAklFSmKGjNYCrfHI6QI0rDMM47C7D1DCAwpkCkgoGRRHUVkkqiVX5REacU0z0x9S5YgRCHOHmEMOgv2V9d4t5DaFUpbjsvEzm149OgePnje+Nk3GPyR3q4Zbwbafvu+9fWBKPIYCscnlmHek0VGbTI/8tN/lM9/8a/w+S99Fi0DpSykRVR5aFQYlZE6M7kDPi4oU7DGME2OySfcAOtdx+a8J6cjQXpUXiFNRnfVOBxVROeFMT1n9K/RofB5puRC9IF5nokxsTjH6DwhReYQ+NCjC3SvkQpyzAhpCaKQXnkAMTLd3+DXPQwTc9Ow2a7YxITNma0PPJ4dVxcX/K5f+u08cjPDw4ewXkMueBdp15IUHXGOaGsYhpFUIiaDMmCshskgDSjnudofCNt6uFNYpAbrA1kp9BJQVpNLIpWEGoCQ0Bc9qhTm/Q1mdYrMGbJEqLokyymB1BiRSMYQ/UzJEiEN4q4NCclTUiGVSIiBkDIpJSilHrJLQZSMoKYcU6DTBttYjADnHEpIWmvIWiJLASVwk0OHhstwy+l6Cxi4Hjk/OeEg32MYAkvQxEPCTZJlnN63vj4QRZ6TIIwwHhfsSX30vvf8DaR4g2aVOd3tUAr8XLgdBmwTON01LHPCOU9vLW2n8V3BDBo1RmalaZuOssA01eLIvcbKSuxy84TKmkUGnt28yXvjh9npDUUoiki4AktMLDFyHAI+C6YAPmXOHt+rfs1crcSkhLAalkQhk43lh37b30X82S/y/OSUECJT28DiGKzh+uIU3RqwlsuTDbZrkSVTrMTFzGGeaKUkyoLOGbNbwWEgt4KyZILICCtptWHxGkTh+nCkrAorWVf6MUtUKLhSaDIYIRAI1KojzjPRLwSlsOsVUgDKUJTATwekkgijCc4jW0U6DAQ3ENXCkA1hGqubKdS7tA+eKQaWHCqMSApKEhXkS0EUWbeoFNZdSyMNWQh8yojZEaJHK402FqU0nTEUAUZoDuPAbrcjl8zzt2e+fHyT/XDEdB2nJysuHm2Z918F6GalBaszuE2xtgrBcXphWPUSK6tD+9nzA0+PR8Y5c35fIrXiMC50Xc+221bpp47VQOAi0SpCnElak4smuEIpiaShWWlsA8uUENmSl8LN6CknugJsQiQ7hxeS4Dy5SGIKuBxYnWzYbHtKiWTR4P2MFJKSM0kISpEsPjOlxPjgvN7Bmp7/4tf/SuSTS95pKyO9b1oOxdEhUSVRKOioKUoyLUey6ihWI1OiMxqpDUvKTD5Q0DRdHefZdUEd9qSUeT4M9MnzYHuCVeBLIotCdoHYtpQILEvV4QeHkS1+npGywdiEuNPpyBiQ2hKzxzuDMIpSOgoZN0zIeeHxdOTJqifFzBwS0SVySOSca5S4kMjamJPvRIJaG1oUkkLJVYXppaMJkpxF9ZVKiW40Zp752Nd+LbcvLhnnibO2IyyW6xdHcuM52Z6yWRuMBRl+nvY3IUQL/Fmgufv+P1BK+WeEEGfA7wM+BLwB/B2llJu71/yTwG+hTqX+oVLKH3v/IoeLx4nU9VzfzBQB6xbWrcXNmcvDkefPF/ZXgcVl2tU5baNYQmSz1RQpGMfAzd6z3zvcHEm+IGVmvWpgI3j+9JZhusXsNCfr+6ALzngEcDgsvDU85dMn98hS4nNVNKaccVIScyLExBgjn3jlIdv1CpSqB1RRSDHgvCOkQEEitcQHRyqZnBLzMiGE4Opsw7xUHXkwgaZAUJmyOLLU6A5EULSrhkhBlswQM0pWjYtQAqEUpclE7wkSfIl3KI+IRXIYjhSXeHB+QqttBRBJQfIRT6h+2bYhLZ6gG7SMzGFGdDuCmwgx0mhNLhFUjX5304ButyxxgXnmt/2pP816cQyN5Xf90l9McIE5BbKEWGpIlSgVy1EEUDISWCtNUgKFrE8VUcV5QlQzu9YaqxVSSKZ5YhyOnGxPud3fVFWnUjw4O8O1V3z41TMenJxxHGau/ftj4v4XApsBcMB3l1K+Cfhm4HuFEJ8B/gngT5ZSPg78ybt/RwjxKeA3AF8HfC/wbwsh3jcyN5O4nW5xMeEdHI6e/VXi5pC4vp15+vZAnBQ5ClIszENmnmA5CCgNtumJITDPR0Ks2zcXAoeDx4VM1wuadWG3SWx3iuNxIHpH2xdsIzBWcJuumURCjBP9W+8hnMfNE26qI8QxRIzUnD28uDMEwxI8MQumEJmdIwRYnCeXhDIW1bb4mJl9YEwQisB0HdJWoq1SCqMl+a49aPoeowoipioyo9CuW5ZUmHMgGYtZNwRRyVtZFPqmo9u2nPRr2s6yajvm4Lk5jnfR5bEmNRhJ0gIXFvy0EEsmZ0eWBoEiLhNGtxhZtfBatfhxYBqPlSETHUE0XLy4Zr04bEqsnefeMJFK9emmXP9cBIJEIdcKByFAaVpbaWhIQc6ZEOvsXWuL1pIwz1zf3nKcRhSKYX9ASFivVkTn0VLzqY98K2enKzatwajMqtMI/fNPfyvAV5KHzN1fBfhbgO+8+/rvAf408I/fff0/L6U44HUhxBeBbwN+8K9b5AmON57jICguU4piiAkLzE7ik0AZi20L/aZjd6Zo2oIQLUYKVp3mxkZyWSBl5klwOC7kWFhPCzcqI5OgbSRhXnj6/Mjjl7c0q4bbo2N/s1BC5MXhlu/9Xf9fzHHE9R1/9G/7VdVkLRSLT+hVQ9tpslZEpZEiIe+SqVXTUIJnOE7EWOfCwXlCjIwugi6kVOH2vVUQZzarnhhhKh6fEuJYOGtbslaEEJljNSnkXFiOM8dpRuaASJGCpLEamxJHDNrAyhi0VmhmhnmgMZLdZo2Qgrg4rFEou6KURBEaoVvyPOBiwLYPqilElNpy5EDRlQ0upWGMgXg48szC+JXzRWN52ln8tJBL1e+UnO+iAgWlFO5u5XRa07YNRUp8zlUzlOEwjaShvkZbW5dapv6awzgQSgarSd4DmT6dseEV3nu652Z3wBrJEv436Mnv7sSfBT4G/FullL8khHhQSnl690F4KoS4f/ftLwE/9Ne8/J27r/2Pf+bPxY5vT1t2mzXz4DBC054WHp43eCTHYcQHz9lJx3rbcXq6Ynei6fuWVBRKjYR0g5Ka5GF/OzEMieUQQAree7pHvsg0QrInM/nIMgkUA0Nf5+zGWNp1w/HJ5zDDhAoRO82cDCPXpsd7T1CFR+c7mq6vWhUCVmqyoE5ZfGKZF3SjGH0meUdwDr9M5DAzDg4pNULU9X7TNEifUUrSGoVJApUhlCrkclNNw2idAyUpKZKXUDXiyde7Y6xYJZMTxih8EjSrvs6cj5E5LNjScKZsdV8pSciRUmBZlmrY0A2q6XBhYa0avPdIaygxYVY7puGAOw54u0b4CWEtv+fXfA/rF+/xTtsSXKy9d64RhUXU4v6KV+dun1QTI5SkCEg5M+WMLDCmQKsU/XrFyliUVKy7HoTkMB4Zl4Vd05GtRSnFYZg47V7lC+MPcbaxGNOy3v5vAOG/C5v9ZiHECfAHhRBf/z7f/j/nRfqfyMT+2tjxl17dlfVGcRF6etVi+pnVpmOeCyCYkyfkI6bZMrqJfBSs14rNtoMYWObCskDwGqU7ihzJuUAUHGaHopDXiqgk4zGSHDx9C7SNbLYNjz/Ucn5P8eXF4TY9zWHCr1quTzaUMdSxVoqYVUvMHikswi0EQKvqtg8+EXNiKXcZl9HRKoHsOtwSSNqjRUKogi7QFUWOI22wbA4jV7sTvJEs40IIkViqoKvMkpObA9fbU4IW6JxJYSYWAUhKLugQuZgn3u1a9GqNEH1tCWKEXKAUmk2HTBmXErbr71qiTEwRqww215GftA0lZ1yO6GmEGBl8Aj/QOI9SCi8lz84u8DGT/aEGWEnqGSUXFJIo8t0IsdCYhlYbVKmAJ6EkUggaYzhtVpyu19jGIkQdyS6+PvFiTqTguBxH7l1cUErBp8gqb9ntLljvEuvOsj25D/yVn1+R/zWFeSuE+NPUXvuZEOLR3V38EfD87tveAV75a172MvDk/X5ujJHj4LHGoq1HNJkleYYlA5oUquq5W4OPjnnSOD8ix8QyF8YJrm73DMtMSAU/J3xIkCSFevjxUVTHkBeUJPEuUZRgcCM3l56uyYgo+X/9A7+KXza2HLs1aRiQoWC1xmhDTg7dWUiB2blKzdItS/SQMxZN99a7DOc7tm1LijP3jgtq1eFkixGR3eXM9cogrEW6zPf9wJ+iWxxj0/Dvfdd34EskhEiSBRMiv/UHf5S1CwyN5Xf+4m9mUhIXAnnxnB9H3gL+1S++yWmKHIzlX/il34ZqNM16jQ8za61RutSs0caiF0fiK1B9gWpbnJsQq5447KvDP2Wy1Ax+YRgnclHYeaGkgOgtTPEuBynW9qMkSpLkUmp3Iv8HubIAtqsO3ViIBSsgCcHKdrTWUkjVkqeoSsY7b2pnLS0W5xwkGOeZi74nRU+YFh50H2PJr3O+faXq3d/n+l8zXbkHhLsC74BfAfxLwB8B/i5q/PjfBfzhu5f8EeA/FUL8buAx8HHgh9/v13Auc3U50q4jU4aN0jRFMQ8TCdjttpztWu6fnVCyrCf45DjezFweEuM8MM0BbSLjDN5lJIooIkJprBUUIMwJETSNFWgDaEH2krffmrl5kdiuFfv+db71F/8K4vUBbQxaLcTiMEqyXa3IyZFjwfuMNo40TyQseR75jn/v92OHCb/q+DN/x6/mu/+zH6AZJ6Ix/MB3fzvf+2d/mHZxzI3lD/xN387qONDNCzZnxDSx/fIbvLtakYRAacXZcWTtPE0uFOewbz/hHW2Js+PfevKEk5QZpWSVEi0gQuDeMHDoz1nbBm8lWgl0KSAUIklk20POZBJL8MjcYKSo1CsELkeMlWQUc8ksePKy0JEppLoTEIWUM6LAku6iwkushruvFPndal9rRSsVq65HaolGoKXECo2Q6s6ykclZgMwYKjgplkCrNOPxwHZ9wmE4cHJ+SlYKlYG558Q8ZFoGRHY/vyIHHgG/564vl8DvL6X8gBDiB4HfL4T4LcBbwPcDlFJ+Sgjx+4GfBiLwW+/anfe91tsV3dpiG4kUnhgjTad5ebtCyYBCk0KhMYJVo1gWy/MXBw5zZDg6hkMghMgSBbEUhASFqitlqKL/IiuQBwWmmmnJhSwMy6wgaZ5fXvMTj9/ik7sTGmsZlWTddWRjsY1GFomLjmVYyCKhXb2j6uOCPYzolCjHifLnP4s9jhhAO8/f9t/+aSL11M40s/zVn+XHjOZvAu7dvRF/3+e+wG997TWGpgEBi9DslWZL4mAMw8kDHnQdnyyR83efYEupESvWIGPi2DQMp6e0qh7gtJZoElobKAXdGHwIKKlAVptxWjxCZvxBYrs1KglUlkwlMe0P5JBZS4HUGkJtaZbkSDKToodQ8SC+ZGS5CwArmYJAAStlCRSc86xFi5D1Z8wpIHJAaoE1VUwnKIR0NynJkoXMskw8OH/EMBzwy0LfrQkpkqfIer5AX7zH9eXPU2pbSvkJ4Fv+Z75+Bfzyv85rfifwO/+XfvZXLiEU57tTbOuZ8x7nwM+KJc5staHRK7yTOFkoRJwXPLueuN0Hmq7B6o7DzRMWV7kcMlMtZEkgTcYYTYxgGo02gr6FIhMiSkLJbHegMbghU1LiL375i3z6u74boTzLMhFiIoXKOywZxmFhGCbC7ZHf8If/BKvFoUpB3t29Rq14/vIjwhffwPj4c4eUpDUlRjTw97/7Lr/v+34tr7/6Cvf+zJ+rN0DgN3/iE7z7qW+4awEKf/w7/0Z2b74JWvOZB48onULngPvJn0SME3Pb8B9/76/EXF3xeVXIEjqrKAp6qWiEAq1BGnyKtKYl5EhGEFJG3bUUJQmkhpQly5Lw0TOHTHGOVEALg4uZFGdUkYgsSTEhsiCnUv9eQBdR8dlUw4RQghITzjlSjjW8DNBCVJKYEGybhvVqA6re5UsuGGsosTAD7bolhsDl5RUvvdSTZaKUQpgtj3YPSfPyvvX1gdh4lgTX1xPSBoZlZhk0moBTE8steD8gROHi8ZpV0/Pk+TW3zyeESWgsy5xQyWATlKags8CVXJEPRmM7jYmSbARnZ4rzC83sIje3khwCJ01HFgo/72laybvLgafDxGln6TpDLh3GSYwsSBLZBXzybK4uWTmPzVVtJ4CkFe/8nb+Wz1yc8+Y3fpJP/qv/QfU4SsHl93w3L/83/10t+lL45hgYvv3TlD/3F+p0QkrCt3ya09WGgkBaA2Hh237ff44dR/xqzX//9/+9BA1/9O/+jayeP+dyu6OXknGz4uwwsMjA7GY20kKzhuzQqqZZCKnJQiCjIGdobKXrQkMqiegKOQliDqRSEKZBzQMFjXM13t1KzRICyUdKKUQRCXcKw3y3/JGlrvQVtcCFtmQyMXM3hZEkSm2bCuxLRmmL0QpUJQbEKZNyoaTMs6vnvProVZ699wwf3B26Q5J8pls94OJ8xf/QLf9Prw9EkecMX3r9kqYRhCTJJWI1NI1kvwTG6wUnIm2niWvNeChc3SyQC8/yc8IUEMkgdER4BVGgi6bIhFEC4SPLUWL7OircndUDWMyFLoBRmpKg2ShS9ugm8cMvvsSv/8g3EUVhuz9yON+SskRqg+4sTczk117Cr3vUtCBTJmlFWvd8/L/6k5hxIm7WfPF3/DaaL3yZ4Ws+jjSG8kf/xF1BC5ZPfQ3m/Jwf/Uf+QTZffIPhaz/JdnbMJyektgGt6N58j2YcUT5AGdhcXXJ1egJKcfvwAaooCJ7VZoWQEn08MFiJtV3Vq6hKiNWyoFF4pYlQD6JaoArIFCjR4NyM1Cvm4FlUg9tf0wlNzrlub43ALQGRE95IYpSIXE0vQtwZKxAkCbpIhJAUIcgSKAWRMumuXdFSooSkMQYpBVNwNLnuQoOigppKppGKZRihZE5Pd4zDwHa9JeVIipLB3WD6/n3r6wNR5EXAsli0kDSNxpcZsuSwBykyqjUYV3jnjVum6QajCkrCMidA4AMUAmtpoSQSodqQcyHMMA2FFCTnD3fcO2uwaiE1itWqEL0ipUDW0PaCKWTaVeHJ8pwlF7793/kDmOOIX/f8mb/3byenhtZqfKMpouEv/7bfyGuhEB9esBoc+MCjf/nfRfqAHkY6pVh+yS/CvvMey72On/onfhvrn/4c03qDT4k4Hgi2cPjIS3zm3/33seOEW/X8hX/g74H1mtu24RN9T1Pq16/PTklSgNCoVJ8QreqJbmYlFa7tsGHCRU+Wkl4bjKzUAaUkKiUaqWuKG4kgDMbc3YGFxAlPkZb5xXNs8DzaH7g8PavZPkpWukAuiLuDaOAro8PabgkEVojKeCyQFHWcmTJCKXJMtUGSBSGqb1QohSiFKXg0oEqDlJWDgzL4ZWFaZu7de8j++qpKeQGXHON8S998FUhttYaLB5riQRogSnyAVBJt31IyBBc57CemCe49MJyeaa5iJviMouJWSqnJayWDtoacBC4lgvfkFNHSU4phnBSLjwRHXab0CnzmNhemsXC6AWxkfOMd7N1yiGHi7HbguFkhg2fdGILI6E3PdLJDK8u0O8GmTNpWA0XcrDgo+Mg/+6+hhxHfd/zZ/8Ov5Zf+qb9IOy0sfcuf+E3fjzOa/sl7mGFExYgZRsLrb7B/+UOEHPiv/o+/kc177zHcu4ePGV1ivYPKTMEgSgKpyFqyMxvsIvApsp9mzMpgjEWlTC4STIVqirtlUlEaqW3ty4UiOI8LAY4H/qE/8WdYLY6pbfgPv/eX40PBk/FaUkKszBbuevDyFWFWQdV8A3QRGCGR1Lt3nerc9eN34QFCV8BopqCKpKjq7lcClGpQwjCEGVcCt4dbLu5dcHN7i1aa090jPvOJX8LTm7/6/vX1//cK/l9xKVVYrQJOZGSxSCxIR7vTrNc9x9uZnArGtGx2oJuE6QpSJYwRxAJlzATvak59VmilaU42dI3gdn/D4WbmOCSG0SJ0ISyJaVpo1gkTBMtcGK4DZaly0NOy5XNz4js3a+xxwPcd89mmkqakpm1buq7DioaURY3iJuOU4Mv/9P8Z8+5z9mdb4pfeRA8jOkTKONF87k2aaUbHRDPNTG+8xbu7Hetmxdi19PPC1LW83bXE/Q2hJIw13JyfoQQIt2CMQomMSAKEp+S79kMqxsXV9iIVrDRMMaCMxCKIMSFSoUhqWAAFYiKkGbnZ4nzE+cB02HO+P7C606iwOLrLFxzu30Mqgy4FHyNRVj5N/LkNp0Jxp6gsAKX6U+8+BDqBVPXubYtAGo2RVZWYCkhRKEZhpLzru+sHyHD3gSyCcZ5RjYEQGY4jj1dfxzd9+JcDv/2vW18fiCIvpbAMAal1Ze/FiG0l2xOLtolpyARCXeXLQAyS1racPIZlv5BuqhMGWSE/IUaWFLFOYFeWvitMB5iPnuOtQ9r6pqxWHdvzhRQhTBkpC2cPel579BD19gZzsuK//Pv+dr5udlz2DaJrKEKh+h5bKhSpNAlNQaRACoJFZkJK5IsTpsUx9D1z19KWmalt+dLje3xLe1fMbcvT0x1LrBE6/59f+71cDBPP2hWHYcLquhjqVz3GGLIPWKWQSBAGIcDNCZ1yLaQcaa1GZ82cx8pmTJHgPUI2LNmjlKGxLSl4TL8mTRPSGKbgKVFQlGCaRvy6Opc23jO2DcP9exghQFUoELlScwMZVUo9SJa6w/9KFEumboRlXYQilLgbX9ZZklQKqWrChKG2LEIphIjcER7rVEspwriQu0xOhWEcOV2vGK9v+EN/8L/k+37Db3nf+vpAFHmKsD8mNluFaBJZCRotiAHmYWF/HBCljpaU1IRc0Nrw4FHLFXvc5OujUkl0X7BF48bENI/EywltLV3X37ldFErJCqrXgscP18QkGG8nmtawWTfwXLNtNhQh+Jl33+PiUx9jLSQxFg5xYZ7q4kNIhW1aUk4oZciiEH3Gxcg4z/jJsU+R//hv+ZXsLvc8361JuuP3/u/+Zrb7Ay+2a46x0EjLYZzIOXJrLftxvHPig1SKeVkQOdfRna59rmgERCoXJiWatkVKg7YaP030bce0HAmLYEgJLR2hRHQJhBSxyjIuMypnolA4VyH+0zyTM2Bb/p1f/p08OB65XK/JpRZukXUl7xFVySgyUYmaK3SnExeFamsrdQpSRKl3bFkltlpIEAIlFKkUtFD/g6iLVNuXUtf7ohSk0QxuYlvuYEglMzuHmx0/+SOf5eErX/e+9fWBKPJMTX/LJaJLqTLSBNMhcBgc2WuKDIQS2Jod616CUGyajoNeaDeCKGaU8CjVYBsNG8NyXFh8Ybc5IbWJ66s9rdZsNhbvIrbJnJ70LLMk+gmpNTZvWOULtudbnrz9NsNx4AtXI9/8YI0QBRsFc5xJfU/xAec9lPp4zUUgYgUNeReYXWSeA04Int47JSeJKJlgDa+3DXmpJo7gj8RUwLZcHQ6IIlHCklPGKoW1BmENTREopQnBY2VCWsVKtpRc79hms6KkhGhARBBFk7OnaRoOIVBSYbNuCDkh8GhjWEpmOexp+44YE9PtFdN4QzEWheWdXY81ipBDnZFGiZBVJjDmiuwjRVIuBDJaCkrKKKo2Rd/12VpKtKqtiSgZqTSIO8sbiVJHMLUdzOBTnYUrWYVrfnGIXAO/Nt2Km+OeZVi4fe+Wz/3kT7xvfX0gilxKgdESGTM0AtWApiE7V50kThGn+onenJyQU8TNE5wlVuuexjTYVnF7WAguUaaafyNEXd8H75nHQEyCkiPbfsPqfk8xR7RpiYOE1HPfnPLtH/lWVkievPMlrscJUQqf/+KbfOzBN2NSvdufljXj7JFaohAIbUl30tIkJC2SxVrCEsFo8JHkEzEEhFF3EYi6JhynQjAGIwXZJayyVaykasanAUwp4BaylMQS0QLc4jF3q3GMQhqJcwvOOQZfEKYQKaiuZQ6BZVxAS3SI9NYwThOdUqQsSErgvGNeKsGsNS2KArYhioKVGWKBFJmLxBRwMVGExOcatuVzLdAk7vrzwt3kpPbVFEipLqsaWe/cIsaan5QzAkFW1FasUOGlotQuXyTSstA0tponTG1tGmvpU88x+Petrw9EkQtgWSIoRb9VtFZTSqZbdQTXM46Sx48+xYMHj8hx5nZ4F7dUq9xqa9HFYvsNcIOfF+YxMxw8SksuXnpA250yfPkdVpuGzdlD2j5x/+EZSfbkyZP2hXvtOR99+Api2PPW1RXzMtEmmERhHm/5kZ99i8988iXc1cj57Z50ssL2LUWpOq2QAAWJICqByBkjCkIK+n5FThOyxCqnFYmV1oxpJsVCCRWQX0SmMy25JGwWFBcorcXHgDWaoiVWCITI2O7OfFASohR8rguepDRtm3FFoBRkETC5kLVACMm8zPjFYYxkWWaW2WGahqgbRPTkEMg5UbTCaIWLE07Yu1hcRc6JpSQSVAxIDnePYqqUIlUthwSU0hjb1J9X6p9HQVCUrPLhkkkJstSonFFKI0SFHSkpEblUZ1OOJAHjPNFqixX16XB5dY1Rmm/7zC973/r6QBR5KZU/2K4VWte4EZFbVmbFehV56dFrvPLwW7h37wKfjjx773We7X+KKAbEEaRsWHWaDz2+TwhHbq9mLsXAS69+lF/2Hd/Jo4ev8iOf/WG+8Pmf5hd/03dQxMLpmSXm5wy3N1Bu+NB2h06O6/2e2c3ElCo5ykOIic/+5Oe4MJrf9J/+Iew44Vc9P/SP/GakLhWFLDQKyCqgssQozXa1Ii4BpwWy18xTfYyrIokhIULCGkNKET07slDENN/FkWe0sUTv0EbX5GUpECXTKo2WClYNxRdsozDAMNz5TUMg+cQhLighiJT6tPGRIgtFVEGU0tWokDLEFAnBgZSknLBCE8KCzAIhE2jJuASyqk/cYZ5wuRDvWiUR6/ayGpfr/F5CxWuLQgmZolS1uhWoDV5Bihodg5boAklUkZeiNvVLCncH1spTnJYF0zUooQgu0D7Y8JFPfPh96+sDUeS5wKpv2Gy39JsNL118A0orluVtiphZtytOdls221MWJxBSM/sDWmqSKKQwczgETtpXWO8+xDy8y2YDr95/hYfn97l3suV0t6azPZ1dgTQU7+7ivTvyixtaKZmOe1yoSIWSa9RfTpGcEjFHvvwX/zJmmNAhQplwb7xN+4u+FaNAECGCMeBjwRgFQtA1AhHBbprakvmC84EFyfmup6gawzL6hV4Kcqz99zzPGCnRjUELQb/uEUJirEYjyWR6JVHbjuDnSqmyBu+X6sCJIxKBu9s0WlUPrCkWlFGoVHAuE3A07SkiZ8LiMFqwWu+Q3hNCQbQWnyLL8YgxFiEKS5EgDTnNFHEX50KlAXBHyhKAVlUCa5SqcmQyUmj4yvr/DlZRvvJaVZ8UskDKCaEFXdEIWU3RMThssyamhIwVdPTJT/8Stqvz962vD0SRS0ndukXJKxef5iMf+nrA8/RF4ubmbY6HwLhzaDPy4vIp77z9Fs+e7jl5cIIxiqvDwv7ZDCczF3KLsg228dyMb/Hk+QWZW57dvM2Tyzd4+vxDuLhnnL/E/ceGcCnoc8fsZ8YYKDGRUeRc8cQxhipQAj6XIgdr2SFYVi3Lg3soN3G2WRGjoO00CkMOE5AQuZqxTc4Y2yBOJXEOhJgq0jjAME0EKdnlBpElqrGEnFlcizI1P6jvG2SqWpIiEu3mhDDNaBRx8YScSbGAhNvDyHbToxqL9Y5GGEYVkLPjZtyTgFW2SDIrY3m8ZG47GJYRQUYKwzTcorKk0YYpBLqmpe0y87SQZcG7gHORHCKESBaqGkhSoYYhgkqFWDJKZBopsaapUx2+UuBV/ovMiCLQRt9xzBNCKoQudHeuq5mCyuB8ZLeyFARLCrgc+chHv5HLn68K8RfiEghMYxBqTas3eL+Q8gKl4XiUqBJ4680vIZ58meO459mzZ6TUcLZ+SFGeN48vONzMnGxL1bIqR7+Bk5MI8sBcEqN/hyQTKQZW2x5fDGFOHL8U6WRA3a2cIVFiwqdCyYVQ6uM1U3Da8JtefcT3f/JjbL7uNWhajLEkJMZ2CK2QClalLpe00hgNXY7Yfo1VhtImhmEkLJ4hTGhZMF1HqxWCipCLEorcYU2NMkcU0pyQVhJ9QGew1hCEIMgqjc1pJi4O1a64HUdyAe8LucxM3lcJq1W0SkEuCJ/4R//Un2bjPEPb8C995y9F6eaOMlAnXNJI8rBwjAGjatMdYybkSAqOaZlBKUJwd2v+Kmv+iiCtUQpd6rZTKVX/e8kIJCoLjJJ4Uf+cNFQUnZRIBQhICVyIVSx2x7lxJaNDJoVEu93y0a/5WoL7eRqZfyEugUDpFi013g3c3CgWP3J7+5RxDOR44PZ4Q5GGlx9+hNPzl3jxYiJEh1EJESHmQttqukagyKAVbTMxLl/G7x0345uUVCNHNpsTRNnwxg+9Sz5GVps1ct0i8YTylUVHIpeAzIUsClIYtHAcleL3fuEN/o6PvMKuCXXWLAV60+EXhzR1TqyURsWEWa1rjKCypCXUIvAzc/BEWdHDBE/Ilt5oKJHetmTnobPgZpAW0yoEBWnb6qDXbU2HSAnnZrq+QSwFkQNGWaRVzH5kPE64Ish5oTENlIwPC68cRjbO09xtNM9uLnlxdkZnGyQ1SJdSUJ2td2E34/yCbFuSqxJlqSU+hRp7XmEccPfPmULMGeEDClFTNSTEnGmQCKmId3gKLSDk+jolBDEVlIj4VM8hnbFoKVA5YnRFV/RNy+luy3Z7hohfBZlBKRYun1yi5UyvTnj0+GPcHC95/uI5Whj6/pS3n75JZzu4KGi5YhoTX3rryzy832A7iW0MlzfvMoVrFpe4ONuwO1sz+IHlGBC5Z5n3PH/+ZeRywv6tK+Ih3ek36qIip3B3t4hEEjlESknILECkKh/VCe8zf/avfI7v+5t/KdIYjDUYbZGtQkuJKAtEiWxNHTMKRfKBFCPzOBJKTW7IMZFzjRbUNVQQ02hSjiwhIq4ntErYdXX15ALeOYq2xBAqQFMryAYXC9a2KBeIwDCNJF9N0EpJ0ixrUC6FaZp5Z91xbCw4z9BYrndrWlUPnVlkiq8hAqqxCClxgyNISUvN/ZlTICfHkgpZgEYyiUjJdxY4ahZUlgmPrEvOIhGlxtVkVdksGomnSpXVHVquUixEdTUpQxGJhMQ7T9c0GGWIxvPhD30tYY405qugyEuGp28fkTguziMfXp9g3C1WaV555eO44DHPBIeba15//fO4MjGPR8b9wslO0W/XmCYzHTz7wxGBZNUp+v4xUUqePnlOdIK+0ey/+JRi92zXLekO7TB6R9NZMlDusAopVRpWSBUvIYskx0yKFT70hXff4Q/9qR/kb/1Vv4zGZ1COE1snGEZrpK+OGRFT1UjHRAiBSGZcPPPk8SWSkAjvibol5YUQdZ2OICg4surBe2RjmYaZHBeEbStIMyVSAKEkKWaGaaz9ftPgxvo0k1kw3d6QJTjvwPu7HlryL33X38jF8cjluqXImnUqlKZIzbIs9Lue7GeSUrWdnBPOL+QiKpkrQwmZkDIhV1xzEYCom/siZf09FJCyhvimOgYnlkSDqUaJXCW5UlSGeVYFK3WdsxdBzAIpIcVKI9ZKoNuGV177BNM4EfRXgWlCIDC5Y45Vd3Jve8qDeyuenfR0zZZ33/s8fn7GNE/km5HtasOHXr6HajvOzhqQjsOLjDsmpHCMbsLHgcmNSLngcsJ6xbnfcbE7wZbMOE/kJXB0CysNabsmldqDx1QXH6EkpMgEKUk5UER9c8ISSEXwM194nT9/es6v+e5vq3eXGEl+RkQJSKR30Da4xdU3Vsg7EXBBWUvYO2JJlM6wsTCFTEgBGQPKNjgkTXL4bBiur9GmQbQdy1TbKmkN4zCQQmRzssN0Ddpajofa8wsjCH4mlcg8RxpjQVn6O8imawzP9A5dIPsFGoVQkhgcqmtYfESGhJSKmOp4r1BpXDlUiW3KVANzrkugSEHmKqONOaFCQSqJKlWIW+6kAJmCEBIhauErqJpzCZ3SqDv3v7wzPltjyTH9/9p701jLtu2u7zfGnHOttfc+TXW3e/e+xjbGgAGbRgYlKCFxEH0jIiIiJRiEEgkhQRSiBARKlORLEkVR8g0sQKITFm0wPbbBYIEN2AZ3vGe/9l6/d9u6VafOOXvvtdZsRj6MeereBLv8CH6+dZ/ukkp1atepU2vvPfecY/zHv+FweQ3ThuH0nJ//C76BKQ0QfyKDiHeup2KRqwqb3RbbH3jlRz/Baz/36/m6r/8F7HYTr37hk+z3r3Pr9jnTbuLuree5dXaLWyeBsNkQNyOXxy+QpteZj5Woyr3tOfduf4TteJe0uSa8+QheV168s2W/ziy5MM8rGY/ry83JVghI86iP0oxcgCKYNNSUnBvrml3PqMo4JD71yY/z6ld+hBc3kfb8PajKPK+kcURqY391jTRhXQrXy8qjh5fkXJnXxvW6EKbEVtR1iw0Pxhp8dG/jhqsLP5lyjMiJcn19dL6MNPJhQVXR3YY1d0nYulBLYTWjVuWwZJbVMY+cM1MwwuC2cm1WwhhduVM8C5UGLXj8uI/qA7KsJAkQDNbGal3f2cxxcaA7khOaTy0fe6+IsSjsuim/ANrwD5YYQQJJ8Eh3Kiq+g9fOh2kU73k0sIoxzzMpJO698BFS6IOy4X2Q/iYqnI4BqyPH+ch3/cO/x7QVnnn+BGtX3L59m1tnZxRZuXP2YWKKXNx/m+X6AS+cvsg4KbfuKEJj2m5IMTGMhYuLax5+32tcvVw53ySur499Md1YExuxKnOtlNJ36mpQHI0oraHaiAQOFEqrrMV50VUUk8bY4Df8X9/Mea7U8xN+5H/4fTAmzIzjsrCWSjXh6urA/vrgU0oNlLJwenYCIVLrzDJH4mbERDFNHNcj5frAXCqqxvHRNcflSEwjpc3ub6jCkCbm40wZ4GK+Zp0zSxMO1VAaZZ6pVdiNrvCZ1FhyYxAgzdQ8IGNkO47MhwNrXIkaKOsKg1vZtXnGxgmrkIuHEeTizEcRN9hvN1lAfaqZRAjitctQu9qn81aCBvc+DEpQ9bOtQUII0m3lGqBeylRxZEdFyOtMun2XF1/6SuZ8BJTN+2MnhzEqZ8NECsJbr3+ev/O3/jK/+Jf8HJ558Zzn7j5LlUxtB2LIXB8vuc4PCGnieLwAbTxz7w6bYWXaGXWpzMc9P/yP3qa8tXDrdMfxsGKtkqWSNBGCj5Q1KORKyYZVo7TiMrfafFhhN4MOfNBRjSYOjYnBh5eVk3kh1oZcXhNfe4PD88+R8Zq1YByXlYvj0XkuZkiAYRqYl8pgFYuRYTciRbg6ruznPaVmTIRjc1RhbUYMidLMJ8RTJK+FVnHLZWusDTKBwzoj855n7j/gUzERknhD2BqrBpcEWqU2Y7u5jeQZ62ZFIkprhaCBbEZoHqVeuj8jMZA5ItKgZCqF+rgW99dExCeZzYwkQu0K79gEUWUQl74lCWSM0YBWWYOxleBNJ0LTipjzz5MKTY398Zogwr3nX2A+zGw3HnL7pOupWOSiSo0R4spGEozw2isP+BfhE3xd+tk89/xdYjKCRA7lgrVmtmeKqvDmW68SE2xvTZgmVJTYAg8+8RbXb648c7pjtkoIyrG4u1UMQmmBWt2DEMue2dlNK7MZuVYKzXkfLcMNDGaNpM64UxO+sB25HAbOcqadnVJeepEyz6yrczqOlzNFvGltozdhdc20ODDaiqn/3Vp8zG+toTFSW3MuihjrulCCkuY9RQYkBSYLNDPW+cjSKlWU5Tjz9uFAW478b9/1T7mVM5dD4g/8oq/lUhOTREeRBOIwsU1ef2vOaAQLgXXOgKHV5XNtGNzjXISyehBVNfH7DkrNbg0n5sWF4XEqTQU1IYvX1U08XiVKoAZhiMHTJwBa7XYdwQlcfSNPxY1DISIhItWoa2G/zj4BbZVhisTwPohTkQCbDewXp9BOk3Jshddee8Ctlz/PdhfZnm7oIilCqDRRojYWdXz1bDtyuoNHD4VXf/Q+129lnjnb0JqhzYUYtWU20w4LEcrs4lvxsbM3QxVqo5ZMtQqCw3RqtOZql9CNcAJCFVg18T//yq/jQ1crd37ZL+MXTVvKvDLniqlyFFjXlataGPaFzRBYsjGvB4YUqMfVfcFbQ0OgjYFyLFQLrLZyzIUUAmkzcKwVa5WL+w/RYQMYh3xgM3nZc5xn1lx4/v4jbuXMpuPUz++PvDm4/4oxoLEynZ4ggnNOBCiV43FGx4lSfFMoBloL0QLLMrNWI2dHwaUZWnxQZtr5482RKNRHQ6bdNrn5TtzlngQRogjJfPpZBELqAVzdEVd45wRIWn3Mr0JbVnJeOBwuOdmdsN2c/OsehP+f66lY5CEK5y9E9ocKcyVF5fbZLQ6HC958/S1u3Rm5px9iu4kMcaJqRVsjpYEP3blNk8q0CeRFeOOHXuPicxcM40BrjUNutMXTDG6fnmKqrjwJzq3Q0oghULMbUC7rDBUCHu1nRf1opuO4uJRL1Sd7KRgtDHzuPPLpH/ohNrdv89x2IKWBh/trltI4Lis1uvomG8zZF/RsSoqVEAMaEw3h4dsPKBq5ODrZqnZD/JYba67kvLLPlXy4IAwjtMJ2m7h6dMUhrxxr5ceT8igGpMCjFHklTSSFMTiSAbDs914373ZYVQzl2BZOBNI0YmshqXBcjgwxEkPkyMJSVz/RqJT+QacaWsU3BFFqa4wmNLyfaWqIKsHVuFgQRAKl21Ikc5wcCZg1shmxBEwbSW7czL0kimYsx4W/+qf+JPvDwr/zK38V3/jrf8sT19dTschF4eQZZXwNjouxmxK3psTx9Izr9SE/+vHPs2Thwx+9Q9iOCI0hwnacmHaBlgJlWfn+b/0E+7cyY1KvoyWi7ci8ZictBaFaJZpDWjEGxtoIYlgTam2UUqm19hzPRhU3iNfm4K8FoRUIzTATmgSO2amkFOMf/ePv4bf82m9kEyP29kPmZaYK2FopJp6xgzMBY4A5R0b1IdDVgytEIseSaf0eZEgsS/aUsyF5gGxShubpF5oGjtfXrFa5nmdsWVAq/9XXfg0vzJnPTwNXbeU8TASF7Th2Txqvndf9TEyRvNyUZMFNxjVCEsQ27uI7L7RS0aCU3Fhb6yFkzXn0Vj2rFFhLZTP6rmxmRPFFKtF9KFWUpn4qVmkUlMH80ydAyH4amMIiEMwYW/EaPgzMV5cUPfDam6/zF//8j/Fd//DvPHF9fTEm/F/yq5bKuEmMG4/zCGNj94xw+0ORzWnkrc9f8blPfJ4v/PgbXF1fObfFZqpdMkyFSZTv/is/zPrION0O6DA6zlodFjQBjcHNbsTAKqq+c4/DAAhlLRwPK6XBWg2aIASime8EajRgjN50rq25i1+p7K/3lGY0Fd66eMBf+zv/kGMThk3i2TcvCMeCBeXRvHC1z1hUqoCEBNpYSmV/vXKshWOtzLmwACUo14eZpaxYrKyHPcd1Ic2ZF6+uCWVlWQpvX15yeX0FhyNrPgLCUeBzuw0tRnYpuB2zBPbzTKhGtZVjydg6kw8LtRZ0mNxnUJRaVw/DqtlVWyIs6n4o0GjNXKFP6Fwbr81LrY6Zd+agSECsC0qa1zeTRbQ73g4Gok7mKrU4qoVhVLRBaG5QtK4r+3nmap65PlyxHSdAERXefP0zT1xfT8VO3sxY68KhXLG/Wnn2hXPuPL/FiBzWDWe3Vy4vr/n8p40gjRdfvAeDsNSZy+vAP/lLP8jxyrh7MrKsIMFhO7NCza0jBk4eCtXhP23CYplBJoIoh/nIoVuiibh5WjAowZ2hWvEXfRBlFrDigbAAYUzU0rAxMETlU698lj/7Z+/zRz/5abaHA9fjyJ/4bb/eWXzTloQypIF5LZQlM1C49eABh90Zx+pOWnOekVo5rguDRMJawNxd6n/6J9/D2bpykQZ+39f/Qq6OM7EVLARi8DLBQiBXIwwwpIlmxYdU6kSooMIQBz8NRJEoTGmgzIUsC5ZXl9WlxDIfkLUxBD/t6MOe1lERNXfNEjNyc6jFnRaNaP5hiOLYue/i7fEuL4anR4v1iLhCkIjnIbqAQmtlxmhNSTQkNEyBWsnWaOXJVflTschVAuvByKxc2RFOBu698CzCbYLeYbd7xKuff4P9xRUXr428cO+M3flEzvDtf/7jxJK4dXJKtezkdJyyWVUeG0h6YEZzeLAb6UBgKYubguZKrr0JExfSmkBoSuk9vihoEqKbd3VPQXOr42ZMRQkaCAHy5z7LcHlFMmNncOvBQ94cRo7rzDSdsp225HVPzYVv+ut/l+1x5noc+d//g3+fNUbHy4u5NXJeEAbEMs8+uuRsWZla49wWnrn/Bg82G5pEqJnQPQs3U2SfF2KOCJlRex1slTUb4xA9yEuUTGMikppxtMKcV4JVai0O7ZVMUigFZEhYKejqcwUR9RE/hVLNuSeuh3AVEDzmlw8IKr7obsQVBaMYpOZQofYgrWA4a7FUDsXlbSlEiJFxGFlbZWmVw+GIPZmE+HQscjO4upy596Fzbt0befbFkd2tHSF/GLmXObt7m9vPb7j/6suoBNIIQzC+51t/nPtvHPnoC1sXN2Qft0t1GRq14ca1jndTvXa0bo0cVVgqBHo4E41EpYm4QT2KtEpUaKj7rSgcQwZ1B9ZDzmwmd43NtTHEyC4mXh4S90W4i/FQ4Nu/8Cbh1jm3z86JpSD7KwqNuxcP2c2z+5ssC3ceXfLZ0y1rzVhzmIzWkGXh4vrI68drHoTAbYyHIfLaZkIRxiBAwmgEcW73JgRCCizmCNK6LL64RDkcjpwSnD0YHLNb6owqSF5InbR2rI3jkslJiLUxN6OVxmKGWUDxePaleNllPcNTpVNuxWm20ToMI77DUyvV9yNEGqYJFwMpwQSjsWL+fnbuShiUbRoYhpGzkzMsN/b7/U9ZdD8VizyqYG3mQx864+RsYtold6ANA8/uTkjjLZ5dAm89I5RDYjdu+d7v+Ayf/uR97pxtfL+oHhduuKNWE308bk5BaQ3m1kgGFSGLS6qoRqmZUounI+BWauXmzRDDRN2wXqCpEYOHTElrLLmQG0zSCdCDuPnNEPkNd0/5WG28MiauPvcyFeHOyY4/8k2/lRgqDWN/a+T4j/85HI5cjyMPn7/FuhRaNSoNcsaWwqFkcilYivyur/ooLy4zr04jWYXUzLGOIsjgzL0WBGnu8BtFWctKVEWHyZ9ja5g0QnG1TlNx8lfs2lGJVFVCyOwY0AalLiTcRSsYxNaYrUF1/n0x65NJI6j2zBFBm1tTtO7NsuSMiHuVmyhRIyKOxARVcvBGtc2F0owhBk62EyG5FjT2ZZvrSsXTsp+4vr6kq/eLvNIY+OqveZZh2DLuDoxTINe3WVfh7PYLaBrQtXF7d86ShB/+B6/wQ//8TW6fbfFZTqEFd1gy8504i9eBqpEgxtI8eYLku0mt2WUn1tzRFXdhbcAszosOuBC59cU+iLKIsImRYylYhrxm54RMG9Z1Ja2BNIyM48SjZeWHpXTsWGnWeHB1zSc++zl++dd+JUZlowPf8Xv/U8YvvM1ro/J8U06Bq/WE+2/dZ10bl2SyNgZpHAEZAp9NO4wArTAFt37IVMQih+PCbrsliIuGpTnnhmEgzQshRKo06r6gJztabeg6Y5gTvkxZZGFKkVozweBonsFUq1ForMAibld9KOZhYPjufbOxuomW9fCwbi8hTkMszSAKSb0HCepQYcNQM3IRTAJThGkTHg98FPefrzRyNaiNzfDkHM+nAl2JMXLr3inbzQkxnhBT4rjseXj9KvPxPmurwCnGGZ/57tf4vn/8BdIQKbWxHUaWbmmACBCozYcUYoaFTgTSgPX8HGlGXgqlVLJ0H8VOf1BpqDX0hsSP9p8rVDHHbaMyqqMKy1qY1wKYu09lr3/jGImixOh1ZlDpinblhz75MoECxZBSSJvE2x++x3D7HMhsQ+PeNvLi83fZbCYkKimO2BjZDg6FjiIkgVECtVXWVjDxex53bnhUqvvYRBGmOPnoPkZohUGUYUhYzlhtrjtdVzQJa8u0ltkvs+f2tIy24plC1im25gKHYy1c5ZVmxUtE6eG0Il52iM8cAEdZUKoGQgzuphVcs1oxj24PQmziTmFJXXhd3ZEg9D5LrHVzImW73bLdPTkY66lY5CLCOA1MJxPbzTkxJsZ4xtnunDSOqI3EsOXT3/s63/tdP86z5zvUukFkqxz2M7VWogpqRjXFzNUm0hrSIHVKaFubB1WJixakGjOgzagIiB+ZZv6mVPWgVevjOgWSOOclSfSMoiWTMTYSH6MPJ0kQMWjBaaXNGFQJ0viBz73K2xdX5PVITAOjVk7GiFhlSJGL/Z6LR48YFe6c7bi1GdkkYaOC9FDabM1DdXMBCagENA7EcWAIkRSk2yf7B7eJoc29C2urUCqtKlildb/CsjpffgyBEBNmPiRy7+XkHjHWOjYOx2Xl7cPSoUQXMGunx95wWczw0T7eRKMNUWNwNrLPDaQvYgRtxqqB1byhtwatCa2Zl6Am1FJIRFIMhJSw+uTO86lY5K0Vaql96jVjVhmnkc3J1q3JyoHX/tUX+Off9gnunJ97VntQ5IY9qO6MalY9AlCyc0WqseTKnCuLuXbzumRKcaOfJRdqraRaafSRtFnfKRxqpEBpXrtHUWpQFD8+Vf0NPa6Z68OMRGcmVmtYGjATP5ZRqvhUr0rgeln5wU+/gkkDqQw0wuGaYRjZ7rZ+AqgQMXa7yLO3T9imhJCYhsk53BVKLl4OqHsOJgTJmbZmggpbTbSmRNRlZhqR5jThah7DLkRMhIUKSRjUm/JSC1F8MivBPSqrGbnCqrCYcXFcmIvRape+9cmw0TeJTr+1Zo8hWWluyVHNnbG8HNRuJ+ffE3EkzF1yq2eEUjEVkhSCZa4uH1Fq7VSBJy/jL3qRi0gQkX8hIn+j//mOiHybiHyy/377Xd/7h0TkUyLyoyLyq3/KRW5CzQpcUeoj1rXQ6uKm7cV4+MbbfNtf/n7OTzaElsnSGEMkhz58sEYpxZ2XaJRizLVRc6EtmTkX1sX1kLXVTn6q/m/FiJ22igpJmtMiVTGprBhqhUh7rF4JURlUfTAU3Ht7mVcijSkN5JqZr2eCqnOl1U8RskNnKsoPfO5N526sTund7UY2Q+R0O/DsdsNuSlweZ/bXMy/cu8XZGJFaKHl1Bl9QkqrzbsxYe1MnCDH6HMACJDK5Zsq6AI0mlVIKS80U6bv6OqM9LaP0+4udMWllxUohl8pqzdU6uXKxP3A5V7B6w9EEk+6ZqEQ6dCg3DiuAOAMziYdrIdYlcA4GqDk/3V25qhsMmU9Yc6u0WlibspaCUUjRuejhyeFv/0Y7+e8HPv6uP/+0xY4ryi7eQoNngWkNhLIjyIZ6bHzHn/tBom6IKblBpDk7LyRlNW96jtkx11bcI6XVwqFlchXmsrIW49iac8H97UbcLYUa3R7YbzO4N7bBQCCIUBEKoQ8zmiMrOJLQ+tBjv2T2PTfz7f3KYkYIQhOlNt/tmhijKQH48QeXlLJSaqblipXGTiubFLhzvuHUGve2W545OaWuhRefu8XdWzvGNLCZIpMqpyExBM/eSa0RQvDFAdAKSCVKcG5OUEoDkeiNHlBWJ6K1ZlhQYopocPNlFSFoImqiiFtNGIlcjONauNgvNKsdgZLuntJNhcQ3Da9YrHN/OmlL3NM89sdMHaVyrN36IK6hVX1X1wZSsOrviaobnyZVzrcnVFGqPXmVf1GLXEReAn498Mff9fBvxuPG6b//lnc9/i1mtpjZZ4Gb2PEn/XymYSLkyFjPGO0OkkfqUfm+v/kZwjpxe5sotbmpJjBpYPCgGua8cJWzW0CXwpKNJRdshaVlxGCxldBrPMHZh9kch621kZt0YbFRVclRqOIljJhjwVrdtkwqSIwE6WzEZqylclgrIQUGhXVeWbL5m2yGiZBSoAUhq+tIfbxqlLxAy4SoTDGymZTz81M2gzElkLVw+/Y5925NnJ5uSUHZDQOx49vJBNWCtUZsFetceF0L1Qoijd0QUXFMPMboHOwQnQseI7vo/oKtFV9wIjRpUHwCqc04zgcu9ntevtyzVNfDiuEiXTHHxc1A8bF9J7khgajek/g4X1gloNK6Qgj3lTG3mGu17/hRkDQyaQCBhYZkaDWz7B9xfucct9B9MoT4xe7k/yfw39IHr/36f8WOA++OHf/xd33fTxg7/v+6CVEgUloA2RCiu1z9q+9+lbdeObCbAodlpebilmfSrQvUmymtjVYqV9cHlqVgudJaV6oA0pTYXFjgHxI3p5Qm1CaUiiMttXBsBTVjwncSs0azgFZXsMQGoygxBULw6aapl0xL7iSnJiylMMToftuIW78hJMwT0ug7XOspyGHyhrj1VIwbgW9wHH+9PvDcnducDpFbacOQlBAV62WWNEGlgirXZWWpbpKkWWgyuO5S3XotGqwUN/6JicE8vzOYkcw5J0RfHRlYysqjdeayrLxxPDJXL1MIvpAV9XBau1Hgy2MSVn+qFBVQR1qyQGyu3WwK0r20EDcd8lmEoDEQRSnJPxChFq6ssOJClN1mZF4c/H3i+vqpVreI/AbgTTP7vp/qe2/+yU/w2L9GLhCR/1JEvldEvvfRo5kQzjwrhgmVynIpvPyDD9mkyLKufqT3rEjpipIAEAOGuqKnGhKFEAIpKCGAaKOpL/aBQFDP75QQvCasmZILOVeW3PqUsVExqgpqgSowk6lEVhEkODypClECgeh4+5ypnamnDWIUNiE5MoA5kUkUw2itUiUQkzpKEL1+tQaqkSiwCZWhVAaE66s9KsYUnfpbmi+NqfO0/YRSFGOj6tGCCjEFYnMXq4gh3WkrSWKKE2LOBEwSsBjIQyBo7CQqhdp4NM8c58objw4c5ow1BwlaR7FufFe4YWyq34d6Ie6MT6Q3wIKKbzJaHS40cW+Cvv2w1egpc/NMrgWxQChGBsbq7wk1I2I8c+cOcXyyMuiL2cn/XeA3icjngG8B/kMR+bP02PG+YP+NY8fN7JvN7Jea2S89O9t6WaBKiCMmKyEeGadEbY21CkW8rjVTSnNLX6KQggepinnCg/aRvQbfRVMYEA2oBrLiSnkRVN1WoZi7EltzmKs5wxZztggxBkJ/c5pWNy4y59sM3dNE1XHeyxsWXYO4G9kMAcUVRlZc6eN7gO8DpWQ0RPfsLpUBIx/2aK2oOb211uw1dzV0bWwSvTSo7m1oRrPGoO7vnWJgSoOXBmoeeaK+EMXoGT7OytTo4TyqgdJ7Ei1GqR4muy8rD9Y9+1x4+eIR12vt0YRewokZvfiDPjizrupxXosQDcfvmw+RTPqz1x7rggGu+TSMFmAIQllWHl4dKbkh1rhaGkvJWMyMyd+/eX/JM8/e9Sb232aRm9kfMrOXzOxjeEP5983sP+Od2HH412PHf7uIjCLyFXwRsePNZpbyCilWkAOIsbsz8KGvusVxLSzzipRGJVDMX6xmzueWIOgQ0O49otW52qgnxCkwSXAPFANaZxhK34VKc6V4f9FVvBkK4hYKijebinuAVByBuJHDaTBGgSFESs4cloXSVs7HkWkcWXJxDL4Zh9YDqaTn4VjXa+Ly9WKVzW4HTdCYmNTtkoeU0GAIlVsnJ5wMA5uOLAxR0OCyvFob2hQkeVYPjVwq1pz3TkzUBEhEmlHqwlr8A1BKY10WVjKlruQ5k+eVq2Pm5QcXHIsjU7TmUi7x0udGry+dM04fxNXekIYODYKiJj6QMvqATd/xMxfn2i/zwoPrPa9ePGKujcN85Powc8gLZW2sNbLmQrVEWRfOU+J0s3niGv63Gev/L/w0xY43y+R2ZEznZNujFnn9lcynf+wtrvd7ahFiEijezYegFPFyJYg3eqKJWgr74sqiydy4zPdNJwr5PLTvREF7rAeszRjwHVzFvT8QxYJ6Y2YOH5ZWaaaM0ojideYQE5cFBhpLaVwtC7e3W5alcnk8UPoiVlVKWTmE4Nk7phyWlRPRnllZaEQqMG23zPPCGpR83FOZSAjLfiWcDmzHwP4omCXm6mVTBYYYIAYqmUkU4tgRDt8EYi2giUrFTNz+IReOy+oDIYO6zFSDUozXrw78+KNrai00P97wV7FvDNa9bPvwp93QF8QRs9hZh01a77uk/52fQEkqAcVCozRlWTPHZeVQCyjcGkfiEGhLYTslphhY5qMjWpqJMbAsB07Obj1xof4bLXIz+07gO/vXP32x4wRCPWO1SqEQdOR7/uaPcf+1S7bjzXQvcHO4afOhC7gZu4p5E2bd5iw3SvD62/DmJhUFMkUTg3jinGnHlbsKyIlJXorQd6aIOhCrRlphxmtRESFp9EWsIM2Y0ghNWXJhMwx86vVrahPnyFT/0LVSMXGhyHwsPr0LCauOjqw598loYRxHLvZuQDQvhaaNYQ20nL2ZrW6QabX5lLE0cmqMYaSKErSiwaeOgFtdd5izmmtV11Y55gIrHNtMNkNr47V95vX93rlB+A58AwnevA/g/BIFb0TRPvH011SC+ICnw4ZFnCeJSq/NXbWfW2OtjUP1GUgKcDqObKdIjIE6JobQRXCyQgiM6vCuHQ/cuf0+sG6GgIZnqKHBYrz8gxd86lNvcL7bEmMCc7VINcebamooPvU0EUSqP+Eur8o5EwWCJB/JSyN3fCqKE7mc0unC2tq8/IhNHnOfXXjg8JzgotuqXl6Y+RR0UO3xIInLvDKlRFDhzYfXfOSlu4wpcjEfGQCVipiy1sYYlWNe2V8fyPsDOgyEMVFydm7HMEAaSBvhZDuyPzTqNjBf7bm6umZuleW44BYwji6tNIIMxAaNDCl5b6JKqD4SpxSkuYsVzeMCs1Xm4h8gmp9Gr14eebRUqB1d6vu3dKJVp+z7O/eYO+6iCItOJQgh+i6vQgKPZcH5LFKNFn3MX/uU2YpbXSvCMAwMQ2RUde8ViQQJbvQ5DF42imtuPZr837Im/5m4jMh0/nPZnH4tF28Jf++v/DC5NVK6geoihlFyoagbRoagHl2Nv8B0YXIQ5zSUUt07r1WfpLXKUo05u99IRRzV0MCEY12FPqETL3S0KouzkZyBp0LqdX4pqzdC1ohJPd8yKPv9gRQD0ZQ7J1sWa1STrg9z5KYIHErjYr9wfXWklNpRHWM5rszz0X3SSyNqJJcFyxmCuj+MBsI0uGNWqzQJhKb9nqsvPGCUyCbAMEbEio/Qq09A98uRxQorxV0K1sLFceHlBweuVodgjdbLPOuNoYtFzG68f25mndJ55D3KUAWV5q9V/xW7Dn/t9IbBfHhv5o3uWlx0EYOyk0gi9XLTNUbarGeOOmdHfOH47t7KE9fXU7KTC9eHR+SrC/7+X/o+rvYr59OIFQ+OerDfs9tNHFnQslIlMtDnAM1Qa52Abx54KoqZswxlcCdVOkWgSCNbZqpecoTomT/NKi0YSiEQsa4iKhhD9AFQxo9fBIao0IzimmDONhMXl0euW+F8iG6YtBk5i4llrY4b05yohHBYC288OvDi2Qk6rkxAzo1WG4FIrhkJhiRlPNnBo+5l3qkCxwAERWugBbAUSXT0qRrT2ECdwmC10nJmWSvHVjgsC8eSqa354hHh5f3MozmzVOs5RO2dUbyo28eZ6ze1Q4W+s9N1+z3ZTYShb0BO4PSsIpVGRRnEiBKpNGLH1q2ZCzsEBg2E5NpNerOfRN26ohWnDmj3hQmBY3Fuy5Oup2KRWy28/fqn+L6//X187rMPuHe2oeZGNlhboZgxjZHDnHj9wQV3zk441gzVDYYUp39K7/UDiRYaRYTYjKUYa3GFuQiUXFliZRRliAFrbuGczdxWGQcPqnizVQVqa96ANT8aXeji2T+BSgyRBmxCIoSEtUYIwvlux1v1ilp9AZt6ybKK8vE33ua5sxOelcKts3NqdtGwQxT9ZKIRzThEGIrvfqUUJh1IQ2PNK6WARsWSMtfG2Ap1LkjwwVWLSilC08wyHyml0WqmVuU6F75wvXIsbp9nzWtrzD/Qar7b+kLqMCGdkCN0kpezC5UAJr5QVVHTvvQNzN+r2iBpQ9XNRXNprKUP9IbAkG4wfv/AGA71mtAHXr65dC8jRpRc8hPX11NRrtSS+bHv/gQf/6EvsBkTQQOOVrniJCokDSy1IBLZpMHt8lqjWOvTNk/zraK4Osh301Yac84casFadTlc890ud86zqHahrYcv5Vq8uexYeWuuL2zNtZyiwTv7daVWYRhGHi4rH7p7RnKPYZeClcY0DJxvJi8tzFAJSKkECXzy/iWfefsB9x/tefPBBVfHg///a3EWZKlEMbRmtz3GPQfnvJBrgWq03FiWFV0z+ZiJZLS5uX8UI1HJxwN1PmKWmSTQDOYivLpfePlyYV+KfwgdyPecTXUvQ7OKa5jeVZ506v5N83lDDOv9OisOplkXHCvSefrhXRCtI0qGUw80+BBIUvLGG7eikE4KowtAEP+ZixmtNSQE5vI+UAaVtfID3/1pJAi7NLIWd5+qtbEW9+WLwfHgF+7uuHdnx/XlTFTYLytVA7ksnMoGaRBVKVIpq1M2K+awrHmpUKySmxK6SVDEA6RYFajUCmhh7GSl0BSNHpldKY93GEUZN5G391e8dOs2McJmDByWyvXhSGtOnrp9tuVyWWjXCyE2Mn70Hxn4/lfeYBudPHUrRUrNTMNEHHaEKKxLduvjWknJU6GLBkpbybWwlsKcM2KVXYqEIlQrBEkkRoLAKJVFMgPGTOPz1zNvHFZKeQcKtO5b1QxchCNYq+6iJZ2X3qHUdmP9ZjcnmvTywmcRY5fAQUCrtyPgJ93YHYJVAtoaa3VByyDKSUqoeD6oBLejKCrekPYpasX7m0DpXxu5/URD9neup2KRH/aFpRl3dhvm7K+KRVfsUIUxRBS4d3LKpMbxkBEJXK1Hjscju92OqMnfbAnopITiDWdpUMxoubAbJudHi3rWZB/Nxc40zNEg+4wy1OA7R8daVIRhHLDFyKV4hk5Pp9iOW+IYUZTttKGaZ/ZMMbifjChv6BVBFgAXBDRYEd44Nv7JZ1/jFzxzi+dv7TgvgfNNYNqUTiQzghraKmWfOS6LTw9zYT3OLDlz3B9glzhPjk0PqiQVhloZoiBjZJ8bn3145BMPLrnK1dONe1PezOES7fVza+VxfxPUGz+afwweD3LMURoRlw322F6qFOIY/d8lZaidrhCculs1EEyotXqWUamkNPhASyFxI3aOEHwW4mqgyoKilC5MF1oUSmuc/hTKoKdikddaOdmMYIGk3aS+ZEKIjq0KlLUBmcOiVKmkILRWuX12xjQox9VrSunUTWseICulUbMxxYFxdCPNYJWxCbkVlEiKSiyByEp1TIGDVZIEpJO6AoGEUEJgySsSIyfbiS+8+YA756cs60LSRBoiJ22DNCNGx8j3x8V5z3pDIfBSLNeVaZh4a238i9cu+Nmr8bG7O5LObI4BLRGJyXuNljGtaIByfWA5zJg0xDz+ZGxOQZjEmGIiDOK5RAx85sEV3/fmgaslU0qmmCuM6Gp6+k5tOBxnzvl6LEaorfNQxKe8QUPfwq2zFKSnQhjbFNlppOLqfumbShBnYgZ8PrHmyvV+ZqUyiTHawG5U945RJWh0h63eqDdxTYYROvPRCFYh9D8/4XoqFrmKayaRQGuF0jKEiIiP8KUZl6uz5DQYSCJa49Z28xg92A0DDy8eEbeRy8PsY/gkzN7zMKXA1N1irVZ3sGpQ1aedEhPBGlCwagR8h1PxmjzT8fZmpOAG9ct8YLcbabVyqIGNVSR41mbOjbkWSp5ZS/Fo8BCw5jyO2oxQjDU24jTwYF35sfsXWOn1bwA9mRgNJHp4lErBaqa06ln3ap7vo+4i6wkRW1IUrkvllYczn7l6m4drpZZK6a5VfejubmW4/rS1XuPiwzBVb8hbc86L8+a9tLP2Lg7KDSFLhNYaz9w6d6FxXp0/pAMEIeOuAqYuF8+1shqcne4430yowjZEnG7mJZF0D5aKEargVqCK+KrAM8waZssT19dTsciDujpepeLZBm6vbChJhAVjuiEDtcaIUIN1v0PYbEauc2Oz27FfV0yUpQnjUsAaUxDGcSKoeS0enGLbmpchRHe1FXfxRNB3bBeSsKwVMSc1xew2y1WUh9cLz52dcllnTqoQdSI3QAMRWMwnoSBMKXkIlNXHKQy1NfKaWYMypoGLVvn0o2vPEjKQ1jg7E1ITVvF0uyrC1dU1YhU1ZQiRXSrEqBya8tajI2+shUdLcXiteLJ07dHoDf+QuXWEP99WesOpwTkv5t9z43N402gq2kUk5maeoqAR1Uatfn+3tpGlVGiOjKWSSSE6bblDjs2MUipTTGynxMk4OvTbFAl+koSOxbfSzVUl0KqgbaWqEVEWM4dd9cn4yVOxyMF9UnKttCpMQ6+bS+vehf7iJI006ZCTKagxSiCvvljmZXFVCoXUpKtZYIwDcRTaCsHjfinZG5cYjVzdLJ7QTXGgK88V1FOCa4PJnYrYpMibF1dsTjdkVpTAmhuzFMYYPcovCYlIxk+MKMGre7NO7/KmqdVG6Tg6ojyMYPsVeeOSvK48v1TunE9EgscA7j2vs0lgWRr3c+FI5M1D4bp4ivJqbsTZSrdZFmcoWvWG0SEm6X6G1dGloL3HaGB9cdu7ONJy051Yb07dqyUG9Q8EhRdvP0OQxBgDSYVsnTlYvVcIqtA8jmUplTAGpp4PZBI9uxactowPIFQ64atPW7NG1wn0gN45Z8b4fkh/w2GrbJUxDK4WMW86nNpVqRZoApNCGdTfzNVlU+MUfHfNjTQNxAgHK6xzYXeycQz84DyOgrh9Q2loimgQqikxJIbW3JNEq0/TJBLFiAJLqQzq9Tq5cXlceS4liiiDuX/50uiiiD6oisqAQ3a2Lr5K+nPro0J3jO0DO40BMeVtVa6OCy+vhY8eKi88nDlJwmWr3N9nXt8XHq4u5ysN1lzc4Aew6sSE5pRL57iYi4ClN3WtFmcUogxDdA44zmOp3f6hGb1A6RCgOboFzRmaweNPzBxWvbU74e5uw4oxNkXU+fs1FNaykjV2Ww6hrQUT4/boQEBTJdo7i6ESEKvegFpzs/7mcrkobp19rIX9mklp4NWLyyeur6djkXfZVGrA4AumVGjFaNHrxpwLY1CyBhIQE0hq7EIEVR5ygODY7vWy8uh6YbsdfJgyJpa1MYhCq+TVPC14TB7x4ZzbLrZwNUpuxU13LJBSIq+ZpUTSkHjlrTcYxsBqFTRidM/y4j7kMQ0EhFiNGiqx9XxKuZHUgSuDHL0ptQKZQaBYY6GRU2Kp8Pr9Rz6ZdbaOewc2p+9max7JaC7LU3N2n+Fxg4r1fB5nGLZavJYXJabhMemptEZp9XFp9c6H0OtiwZ3DEPETNChDP/JadYerr3zuDip9+IQH2QpCLIpooYabwZHbeGyGwDQmonlIlr825iHBol2s4q9Vuam9gWCVvDaW7DOI68PCaxf7J66vp2KRY7AvbnjT1kqp1o0ojdiMVZVt99eLXVmTBuGWJlKAhz1C0HD04nA9M6bE3e2WGJR1Xl3R33zaGPswJ1pjNSNJYqmVIXlnPySX460lM5nHZ1sw5rWyX/Z+rDej1EYS38lK38GtC54Fg+DBWxY6T6abFL0zhvbamKDu650z4zgg4rTTIj3ACy/n3BvGUZDQxcets6Vay85NEfz5AW7BbJ73WR3um8aJTmjvk8ybqMLagW+fdPqdOgHOhzfdhDP0JtOkY+vGV7xwl11UTKInvGkh0u04BDQl7wNw+oQAm2kidMiy3AyUsg+eSm0+9WwGVVn6v6nWKPPKZc6c7yaO88rnHzxinJ7soPVULPJqjVzcxCd31CNRvSQWT+0doqvoEWEUheh0zVbBmhAqaIgclhnTwGZKJFHm7PTNaRw4zr74S/YxsMlAEp8OZjM21hck7nyVV5fFaYLFClXhrasDMSmDRpfYaUCoSHB5Vy2VDISIO0hpJFpjjAMhBph5XJvTF1Ds8KI1yOtCDJFwkzevbjtNcwlfwyeBjvn5AhdxFzJEceq+Y/n1xjFMYRyHjnn7qWOt9dLFm1ORrujphbiAp7sphK68t+A8kptSshTh2TtbnjvdgsljMpVYRFtBNJCiUwRydQ77kgsxKZvgwun+YiDVrfxKrVSnGBLFWZBiPkU97GfmXLh1vmG+XvncxSPiNKLhfRCMBTgmLTiMF0LPeBSSRGKKTNEhuKiChOBxJ8UhvbI2VgFyZS2N02FgN6bu7ATUxtW8pzRB2sowRqwJy3FhMyaO2Wt7wSVprTamzeCBVbWSQuRkGPjsG2+x2w3swkAQ52QLEJM69gw+RDFHIlSF3Hr/mhLj8M6b4euzISZAetz8Wa0sVgilQYiYwNh/N7vJ07nBqM2tqJt1cybn+WB+WoXUqbYqWGeRlNIcmnXaozsJ4AtJzBe5gyAOI6ZgoG62nLoFnBmcBaVp4CPP3iMYrrkNDSv+c+IQHS7sXJMxOhTbSiNO0dkA3OgC/PQzBasKwZippOaCD2vCMftk987pGRcXD3n1emXYbByMeKc9/gmvp2KRqwpT9FqwVbdNSAIS3LBzTMoQXKAsIs5BRsjNyDn77leNI5kpRoZtwkTZ10qZV/brimDspomz3QnX60zLKyfjxLE4b3rajJRWXGWfEoMG2jY+hrAeXO052e3ctri6dUUAQmgIjdqErDCo17FD84DVoJ4LPwZhEweGFJiX2uVfPkkEo6kLn+M4OP+6uvd5Lh7Y5RyO4CWA+am3toKY9yGKEGJCo7h7befcSK/hS3OiV4XOie+drznXx/qGIH0wFNRfaw0KNw0r5jwTa5QMH37pOTYhuIWE0B0RKjEM/lxwclsRd8ta28q43RBEyM03Ew1+ehJgK4mqzakEJUOprLWwnxcOpXDnZOTiwSNeX43dyc6tLWrugumf/HoqFrmT6wOUQtJIUhfXqrpdWhIeT83UfOxfzI+3Q26seFJCaiOD+qlgtTEvK8uyklvjbBo5GxK1ZuY5Mw1KloaVSgiCWea4eK05TYkYhMESl+uMyMqcG/uSmZfV84PEg1WrKiOAqDeoyRiauZwMQ6uxBJ/8xUEZh4E1Z6z5IneortIrEpIJpMAQBwzrhqH2eACjzZyYpcYWH4dH7dKy1m0LW3UsuguOq7kXo+PbvMMNb45aOLrVp5b00kSVQRzRGvourgaxBbLBdLrl7Hx07xja44zSIsak7g5czGV/sRkLxlkaKH1FlgJrzbQa2KZEsE6jaAKlUE1IIbAcjzQxbm02fP7+IxZRTjaRZuqnbvNB15Oup2KRWx9WFGCTIkPyXT2a85GrumOSddP4Zo1aoOQGufiuZn4MmyTWXCi1sC6VtQmbEBiGBCpc5ZWUhNubiaM1Hl4dmYZEUlgoDn2F0KPHG5tt4v7lNddzZi4rY0yE2I/11i3lAozBw1d7hY6uK0XVEYEaECtshuSZ9kvkOGevyUX64Mdfg1kLITdEQhcf1D7+9HIjRu2mRPSJrAuKSzf6seJljXvO+A5N9RKnaZel3ZCyTHDlP48HQxocz47BgfFBG8+QUJSH5cij1igKX/PsuXun4O+Rn2eezhz6qhILbhMShEmj97WtEgXGOFFswYoRKkgyxFzq2D2jAJg2iTZnPvf2JTpEkgZKazTLlFJYc2Y5HJ64vp6KRS4iHEtlG91moonCulKjd/VRPPVMrdEkeu59dX1kwRsytxT2xivX6v7h5trHlDzEtlQ3sNxGpYbA/mphO00EgTkX0hCYNBKSUJeGBHhwdSSNA+cifHR75os/Zw6re404A68jbl1AEbtrVBMhNijRS5ttiOxSYk0Dy1q69AvvPzrWTj/2TRqm4k21NWJXvbeewtCqmyepad9B6U5fLk6wjqZw06R2E1FParPHTSu9rwAvTbQ309Z/XjAP8bqqK4+qW1J89M4ddkMgd/+UYjdOtm65jLpjVgyRmBstaU+Sdsa/SmCQhqTIsWUOLTO0hNSV1hrrWp3bHiMPrxdeuz6wGSYPCuhT4lIq8/HAcS3dIPQnv56KRZ6GyDS62Dc0F9hWtPsT9rdAjCrQ6kotxlo9irvg9s25D0Gk4dk/rdEMtlEJKTonXdwOLSahtsadkw0msBxW7s8Lp2ngbJi8/mxQS2FdM9vk1N+rvLBJI4SIxooVV9JAYFQ3/Wkq5K4cHqqRo2JiDBIIUdiMI4c5M42V/Tw/1k3yWEnpO5kgaO3Wx2pus6zqCWrmY3WrrRvhOx++mfvGiLSbj743rLgjL+YlijXrlh5du4nzT0SEEDqDsDvRria82QpDt9MYgvLSvTOKBEJ754QQCWz0JsEjkmI/nUbx8soEUcNC7B9GYwwDkpS1OxOveeGwLCzd0PWVty+4qoXNdqJWw3KhFC9DD8c9tEaKwpgi+yds5k/FIn/2hZf4+l/+9Xzie3/I5WQ1sx0mGq1TLxtVXadYKszNOd9mftSttS+u5i9EswoE0uBv2jbCLkWmKZGavxFJK4e18PCQWcvKJML5uOHR9Z6pbTBrfP7+Fbn5G7SJymaa2E2JvMyIwCwF5uq7VIfXxKr3F7mwqH9YQoMc8GM7JaYUmUvkuHjJ4QxA6YDJjYrda+MahFB9yVpzmpRDzr4T62NTJFfSOPDiO6uIp6pZx+fdZYvOs/T/U7qMTVV6qeLfU24+JNao1SVmsQkffv4W26BOTe4nQRIneclN0yuVlhVCQ8x9DLXrZqUr912b6WZIIsa8LFzs98gYoQmfe/AIiz6cK7mRs4cKzMcjy7oAxjQNPHvrhLunJ/yTt69+0vX1VCzyoInf8V/8Eb79Q3+a7/7b38aj48raKjG4sLX1xqtUY6mVUlovVWrvtOiDA1eAiyqDKNvoMNrpmNhMG+c7qFFq4Thn9kvhsC7EGDmZRsAb3OPx6MOIKJyFyO3dlt1uJEShLAVTt3cbVci2UpeVJTdKiEzi+H0RAVNiu4lYdFP+lJRxTAy1MA0Dh2XtbzioduZj64kL6lIyNGK1uBmmeRsAkO2GmOQRJs74cIcsRHqDKai4f3u+OQXaOzN06TI21W4E5MHqnWuB4+itsVVFx8hLd+7Q1EjZWMWDDyRFdoMPg3wqeTO9dI/1inbOvqFSUQsYAbQH3Fbhwf6SGgNlXnjreiGOA44mK/PhwFxW5v0RaOw2idNpw727p9w+3bLR9wV3xXWZv+rX/g5e+shX8de/5c9w/61LV3IXowVha64PzMUlb1UMKe5jXTuFNHVOhSv5hRQjY1DGYUK7AejSKterlyFzLYxp5Hzjk9PLw4q17P8uKc+ebEiqXepmaHFiVzGPSRxiIqYbklUhr40QPfJvMGixE5yCEMxLhkGFk3Hw1LhhZF6zN343yhq5IXB5Q5hrIXacvNXOmuz1rziTDOMd2oAzBjoZypz7faPRlN60N3A+tritW9Rudxc6z8beUQy1LozIzfiaZ+8wqrLWQsY6RXogTh5I28zZhmhjCIFSuypL3YF8AFYSFm6weaXkwqOrIxYD++uFvTXCOGEUWilcHSvLsrKWlVu3Jm6fnXC+mdiOiZOUQJKT+J5wPRWLnI6u1Nb4mp/7y3j+v/kIf+3P/FE+98mXPQ1CAhtTjkvt0dc9Jwd7/AQHCd7dB58ijiqMQdmkwCDmSEep5KWyzAvSfMgyjBEJylIKxQpDHNlslClELq8ra4LbEjH1GL8YIye9CaylsdGIJD9lqmWOtTKJU0Zj7f2ENSxFAhULgSFUduNAyZVxSBzXzA2dytkAjWA+MFFcYGEmXlfj1bv28u1mAE/XVYYuPXNVUUdZOsfEbqiz9A9fb0aDaueEe6mTa32MsScEacZmO/Ds7RNKq85BEdiEgTg41EsNaGzuMEbwYGB1pii9fCooA11CR4J1Zr+sHJvxxqNr5/2ouLtALdTs79XpaeKjd++xHSeG4P4rTsF2KsJSn2xJ8VQImY2b3cM51nfPXuT3/IH/iV/2K74BGwSlcX2c2ZficdYCUiE2t0HWkKjqsi9RYZBATIFxiAxjguRMu/1SOOSV1pGEkNwVNvb//2Qa2W0SpSoPjoVpEF4633Eoe6x66ltrMIVAEH2MOSf1QUwKEUw45MJSrMf/uQlozYV9s26DEYnBzfE349C5IK6P9DfEaareSDrC4o10fTySL/WGDmsuBHk8BL1BTvpu3uv0dgMb9u/1Mt0e7+JyM/K/aeBxK4/QheEfeeFe9zsUpAWiJmJKxJCQqqToJqxmHnyl1v1SpGHBd/TIO9TptmTeuj7y+oM9r1zvsSExaSRXF2bvl8LV/sDztya+/qMvcu/snJNpYjd6tEtu7kZ8PM7cf/PiievrqdnJ3Qrhxp2qkdqG3/V7/zue++if49v/0rfyaO+16xgTSy2sVn3KlzzI9Mb+QLqVwzYFUhwccy+NvBSWpT7GljUYowZEXUQcYmSbvKZUg1Iad2+fQHNx9aPjnlpge7JlzpnWh1WmBhrYJNclVmvY2liqnybXCTYNLNwMsnxCuUmR/RgJ1c2Q8loxddREJPQYFse0RbppjzlcF3qMY+te44JbsYm6+2+UxE2dXtvNMMjzlKRPR0V7bGBwtwIR6U5i/kGoGMGEY63c2W547nQHFSS4r+G4mQg910iG4E0/RhJPmysij/1rghkrEe0f+v2y8IWLCx4txXf3lDzIIGdsLcyLJ8+9dOuEDz9/jzENHfGs5NKoRbguhavDnuPsJ/CTrqdjkeMkrd6sU6ywLivLIfEbf9Pv5GMf+1n86T/2x3nr9TeZc/HYaxFiCuwGp27mWqkJJo1sg5tfhsEHM0urHNdMlUIgMUanY9yMtpsUxhA778NYQmG7i6QYWZbFEYEWeHS8cnPQ3Q7T7MFZKJFGVRhjwNqAlZVjdeu1U4lUqbQmJAvM0oghMZpxEhMtVPJUyPngeHnrLrX4zi5YT45oPj+ADpG48U7rlg/SxcVB1Dk1HSOvdhPl0tGVzhEZxDpfJvTyr1B6U+88bqjm3uEffuGe03Wl0jSyOd0QmwfSVDFC9q89+MJPIVVX/idgAZDKYS584cEFD5eMidJCcver6pGTc1k5XO8xq9w53fDic7fZjiPahEqlNs8RvTocuDoeObSCRqU8Wf32FC3yUnuoqRtZrlK43O8JuuVn/6xv4Pf813f5i3/6j/EjP/Jj1KYEhdM00IKyrr4QTyQwSmAYYEyuxCnd1qKh7IaJ1jNnbmC0hnvt3QxJksLJNHGSJqq5FUJrmU1U7j53j9currheV3bj4PRUiRDciSoYDEGpYyQvhuTGKs1pvRWaNiQLIXldMgyBlAObkjhG94IBr4v9g+Wef76Ve32tHWp0rQ88TmngZubTG9PqY/3W2k09+I4HfNdlpg4d+nCpuiGS+IYjzU2bTjYjz57uKOZsxJNpYNBErQXPbfMP2gCszfsg04aZOltSjflq5QuPrniwP0KMfZf3HW29AQGWzDIfON8OfOT557hzsuN8HJEQKLmSzcXPF1eXvH3Yk8RdD0JLPbnjJ7+eikVuvVypcjOacAV/qcLVfub0dOTZex/im37Pf83f+mt/ge/5zu8iL5m1rqj5cGGbBt+9U/RENFW0uMceJoyhj1x0gOpC2FEdCZGmrFQG8XCok5hcgNCK80WCspkCzRqn2w11zT5pG9VTmNXTFNYghJqZQmQNHkeea6WGQOiyt2IVCatzvkNgSpElRcZpJO+P1OaEWmk3JAb/IKo4hn7Tu4i88yv0LB4DmgSkOsp9YzUBcOMfHlTQ4CodCV433/BmRoRRo59C4mSujzx3l2TKLI3NZsMYAjRPzSvN7yupl4T+uvtcYTAj58rnXn2b+6sLpyUOnraHTzWXJbPmlcNhZkjwNR9+hg8/c5txGDwsIAilGIe6cnE4uAswlc2YqAXycoQIx/w+4K5Atz1QcGK9J//WKqwqrKurbca64zf+1v+cr/qqj/F///m/yMWDA6U6J2RIQkgeO5iisgKHsvoJYa4VLOIEqEIgSh9ni8ciSlOIvgjMGhpAihOaQoiUUrvJkWKhcjkfSS2xS5F9yexiJHZVv6rzu1txxMhyoUY/WazzVEwrSZQxRUIa2A7G4bj0mBHe8QKEbgfRFyvSreS6jVp/EgVDuz9JM49rcdVQX+ZGzwzy3VuCPs71qblAa4wo17WQzcur05ORF+7coplxMk6E5PYYa6PHjCtRPa3DgCjOjTnmwisPLnl1v2c1IUhgpTE0peSV/bK4Vd88A5Vnb5/w1S89w52TUwaE0skvVjJvX17xxsNLShXGwe0n1uxpfutaKLUxpveBaMKVLRWaW4351M5T2UKA47xw63zLdrtlno983dd9I3effYk/983fzNVb9zk0QySimoghstTisFxpzqIL4XGcSKZS1bkuFbejqxjak4JVlRCjlzqyEmujqJCiUmtlEJConA0TlcKD6wO7zcSSzYnjJjQNTMGoMWAtYObiXWudC98aUpxlNwRhEwOkxHYauT7MRPr4XR2J8NfHUA3Qud+G02GbOM8liod7V7sJh+0e4l2FpI+nmg4XSmdJSnGBc8GpErn/bFPhY8/fIyps0kgakhO78JBcMSFGZ2LmtaIpkHPmzYfXvHo8kC1gRGLAM0CXzJIra144rjOYcb6ZeOn55/jw3dtsQ6R1u4ogFYpxvS7cv9zzcD8zJWFdlI0o61qQlIgxIcHNp550PRWLXHDPvUZwGquBicNkWoWgg+/IVMZhYj9f05Yt//Hv/D18/z/9Nj75vd/PPDesGFdtQawx50YAx12lY8ANt1Azo1VhFbDmbliKS+5SFEQaa27kHmnozMKCiVLUW82QhGLCEB3enGKiiNtCjwol9EWFq+JLbsQUQY3cfIoTxSVsuxhYpsZJHpmPM7UW55DcjOnfBQf2BFFCuPGs6ju+dO+UWt6xXbbW3XS7iEMUVceZUZ8Sl+awJA1mecfb5PZuw0u3zhljJI1Dp++CSgIKErsnSocnX3vzPhdz4do8/aPhuPzhuFLXwppnWnbm5a3twL2zU1589g63x9EnsuqlVWs+IZXmQ7ZRhc3W/RGLNTRGYu8DpFZCVFf2P+F6KhY59NArKpHQkYL+hKtRtHJ1feTOnVMuLx5ycX3N7efvsMwz3/ir/hOeefZD/NO//+0sVwu5+Bh90OZcihBIBI7VaJ0G4G9AIePxeNWMKSi7pAwhsK6VXN2azUTJzbFjDYFApRrEGGi1YMHpoQ+OR7Zda+hiY4fwRoUFZakZamVDwJKnvC26EtuAxcCmZU9UGAeOs39QWzOGcaLk1f9/80nnjSVybTdeMW5UeuNxLnYTNOAozWOzTBVS8LF/qe4l47MhDx+ozaV1YxB+9gvPsBsnVP1nmShWoVimYSQJ1Fq5XBdeebDnKrvjrapSy8o8Z3Ku5HVlrSu7IXJ655Q7pyN3T045mTbEYeiT3c6tl85oLP4at+Ymrkkix8ORYZqo1QGDvBbGIfk0dn0/1OTiw44KnczTRQkmlLLiER6Ri4s9KU0888zI8bBnnzPHNfNzfu4v595zL/CP/uZf5cHrDzhmNwlNAlTlSHaYrSmZGwvn1ocaRkqRW0MibgfW0vpUT5yLYY76tEonjPliLxUfPnW6qGEc9iubIVIkIyRSckdyLYXYHPFYaWgwSoikpqCNGoQUIlM0ttPEcVnd+1wadVk9417UDXZojkz0mcBNrAzgblrWKa03CREdSQkqTF1+946yqke2W0W6e1ZFuH2649m7dygxEmpBO0KT8+JvUFPmeuTTb3p4VVY3JPKI90xdG+u60iicbUY+euc2J5sdp9PAlCaGITKZskiA6s2kmtv7NXoCX/UpdYwRlYW4Hfv0F+bjzDAloipLrj5xfcL1dCxyOuxVsivZgwsGnB8Oqu6utVZld7KlrAdAGMeRmhsaA1/xsa/lud/9Et/+N/4Cn/yXP+Ke5FV8R6QRJFFxyZX0o5cg7MbIbjcyxkCtjoa49rAPGJoPj6oW1PzIfNz8NQGUTZjIE+6Lvi60EhEtXh7glNXcNZYrDa2BrbgLGFZJ5knNIQROx5FHwU+XhAfaenPp3ytCr89rf1z7tLR1k/zKTSIm2mvx4H7h4LlBuRaMBrViBqF23b01ogg/6yPPczok1lZQe7c3jHE8Zl67OnCZPbunmDAfFyxX5pwps3s0bsaBZ27d5vnbJ5yOLjbeaECjzxYMI7bc791fV2dkiquVumgmhsA0RLRmJ8Flg6BIacxtZYiC2ftgkUvHgs0apUA0T4Co4oSkkt3ZNYhwOM5sRleziyo6DogKYRg41Vv8xt/2TfzAV3wH//Bb/y7HtVFKZRgHoFKysRT3w04S2U7K2XZiispqjtVTpXt8RKo4jaDhnO0minSzzoJh4o1jscq4Bkwai3gWz9l27L6JytxV6DGEx37ntTWCepmgnfhq5oalZycb7l9cdx5KNwiiJyrfvGDWzelNkFopN9Zu3Pgdirt2dbW9drVNNUdSxCqDOZ2g9P6goXz1V7zI3fMTV/SIT3TXUpiPC/evF+4vC6ZCq8bx+kgphVYLS1lQg2FQzk7PeOH0hPPTHWkIDCH5RDa4Pjc0z3DqGhH3KbfuzlWrR6U390QMqkxDJO9dDeQ5tY3cS755tcfN9U92PRWLHHwI3d7lRov1ptEEM6+dS3P8eM2VEAMSlZGBEAJD8oTlaAO/5Jd+I9/5rd/mu1hUSs6IOme5GGzHgfNxYjwdCUTWmlm6DtI6L9uK15jBGhmXdllpbvkgvnMG6XF+UUmDvykXhyNTip3uGlgWT1uTm5jyHlR1XVd2YSSqPBYw5P5/Pnd+xtuPrrv4uI97bnDyG216t1T2xeG2Gq1VH/p0yoGKG4Wa+PdXceuOQuUWCgrXZWXtjepXf/QFft6LLyG2ksXNhnIuvHz/IVe5URByqSy5UNbKuiz942cMwY2Xbp+OPHd6xjQODNEbRgTMKmsBL620++A4lNPAM0jNF6yzC3ofhJKGjYf1XmcXPG88uvFqyaSUuLfZ8Bne+EnXltyw0t7LS0TeAvbA/ff6Xr7I6x7vn3uF99f9/v+914+a2TM/0V88FYscQES+18x+6Xt9H1/M9X66V3h/3e+X4l6fCqrtB9cH15fy+mCRf3B92V9P0yL/5vf6Bv4NrvfTvcL7635/2u/1qanJP7g+uL5U19O0k39wfXB9Sa73fJGLyK8RkR8VkU+JyB98r+8HQET+pIi8KSI//K7H7ojIt4nIJ/vvt9/1d3+o3/+Pisiv/hm+1w+LyD8QkY+LyI+IyO9/Wu9XRCYR+Wci8gP9Xv/Hn5F7vUl5eC9+AQH4NPCVuLjkB4Cf917eU7+vfw/4xcAPv+ux/w34g/3rPwj8r/3rn9fvewS+oj+f8DN4ry8Av7h/fQr8WL+np+5+8QHnSf86Af8U+OVf6nt9r3fybwA+ZWafMbMV+BbgN7/H94SZ/SPgwf/n4d8M/Kn+9Z8Cfsu7Hv8WM1vM7LPAp/Dn9TNymdlrZvb9/esr4OPAi0/j/Zpf1/2Pqf+yL/W9vteL/EXgx9/158/3x57G6zkzew18YQHP9sefmucgIh8DfhG+Qz6V9ysiQUT+JfAm8G1m9iW/1/d6kf9ECtT3G9zzVDwHETkB/jLwX5nZk+LQ3tP7NbNqZl8PvAR8g4j8/Cd8+0/Lvb7Xi/zzwIff9eeXgFffo3v5qa43ROQFgP77m/3x9/w5iEjCF/ifM7O/0h9+au8XwMwugO8Efg1f4nt9rxf5Pwe+WkS+QkQG4LcD3/oe39NPdn0r8E39628C/tq7Hv/tIjKKyFcAXw38s5+pmxL3fv4TwMfN7P94mu9XRJ4RkVv96w3wHwGf+JLf688UCvCEjvvX4YjAp4E//F7fT7+nPw+8hovvPw/8buAu8B3AJ/vvd971/X+43/+PAr/2Z/hefwV+hP8g8C/7r1/3NN4v8AuBf9Hv9YeB/74//iW91w8mnh9cX/bXe12ufHB9cH3Jrw8W+QfXl/31wSL/4Pqyvz5Y5B9cX/bXB4v8g+vL/vpgkX9wfdlfHyzyD64v++uDRf7B9WV//T+4oPJXW8fHGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 解压文件\n",
    "def unzip_file(root_path, filename):\n",
    "    full_path = os.path.join(root_path, filename)\n",
    "    file = zipfile.ZipFile(full_path)\n",
    "    file.extractall(root_path)\n",
    "\n",
    "root_path = \"E:/深度学习\"\n",
    "zip_filename = \"faces.zip\"\n",
    "unzip_file(root_path, zip_filename)\n",
    "\n",
    "extract_path = \"E:/深度学习/faces\"\n",
    "csv_filename = \"face_landmarks.csv\"\n",
    "# 读入csv文件\n",
    "face_landmarks = pd.read_csv(os.path.join(extract_path, csv_filename))\n",
    "\n",
    "# pandas读取数据\n",
    "image_name = face_landmarks.iloc[:,0]\n",
    "landmarks = face_landmarks.iloc[:,1:]\n",
    "\n",
    "# 展示\n",
    "def show_face(extract_path, image_file, face_landmark):\n",
    "    plt.imshow(plt.imread(os.path.join(extract_path, image_file)), cmap='gray')\n",
    "    point_x = face_landmark.to_numpy()[0::2]  #0代表起始index，间隔index差为2（也就是间隔一位数切片）\n",
    "    point_y = face_landmark.to_numpy()[1::2]  #1代表其实index，间隔index差为2\n",
    "    plt.scatter(point_x, point_y, c='r', s=6)\n",
    "    \n",
    "show_face(extract_path, image_name.iloc[1], landmarks.iloc[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FaceDataset(Dataset):\n",
    "    def __init__(self, extract_path, csv_filename, transform=None):\n",
    "        super(FaceDataset, self).__init__()\n",
    "        self.extract_path = extract_path\n",
    "        self.csv_filename = csv_filename\n",
    "        self.transform = transform\n",
    "        self.face_landmarks = pd.read_csv(os.path.join(extract_path, csv_filename))\n",
    "    def __len__(self):\n",
    "        return len(self.face_landmarks)\n",
    "    def __getitem__(self, idx):\n",
    "        image_name = self.face_landmarks.iloc[idx, 0]\n",
    "        landmarks = self.face_landmarks.iloc[idx, 1:].astype('float32')\n",
    "        point_x = landmarks.to_numpy()[0::2]\n",
    "        point_y = landmarks.to_numpy()[1::2]\n",
    "        image = plt.imread(os.path.join(self.extract_path, image_name))\n",
    "        sample = {'image':image, 'point_x':point_x, 'point_y':point_y}\n",
    "        if self.transform is not None:\n",
    "            sample = self.transform(sample)\n",
    "        return sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'face')"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "face_dataset = FaceDataset(extract_path, csv_filename)\n",
    "sample = face_dataset[1] #取第1个图片\n",
    "plt.imshow(sample['image'], cmap='gray')\n",
    "plt.scatter(sample['point_x'], sample['point_y'], c='r', s=2)\n",
    "plt.title('face')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 实现自己的数据处理模块\n",
    "class Rescale(object):\n",
    "    def __init__(self, out_size):\n",
    "        assert isinstance(out_size,tuple) or isinstance(out_size,int), 'out size isinstance int or tuple'\n",
    "        self.out_size = out_size\n",
    "    def __call__(self, sample):\n",
    "        image, point_x, point_y = sample['image'], sample['point_x'], sample['point_y']\n",
    "        new_h, new_w = self.out_size if isinstance(self.out_size,tuple) else (self.out_size, self.out_size)\n",
    "        new_image = cv2.resize(image, (new_w, new_h))\n",
    "        h, w = image.shape[0:2]\n",
    "        new_y = new_h / h * point_y\n",
    "        new_x = new_w / w * point_x\n",
    "        return {'image': new_image, 'point_x': new_x, 'point_y': new_y}\n",
    "\n",
    "class ToTensor(object):\n",
    "    def __call__(self, sample):\n",
    "        image, point_x, point_y = sample['image'], sample['point_x'], sample['point_y']\n",
    "        new_image = image.transpose((2,0,1)) #(H, W, C) -> (C, H, W)\n",
    "        return {'image':torch.from_numpy(new_image), 'point_x':torch.from_numpy(point_x), 'point_y':torch.from_numpy(point_y)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'face')"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "transform = transforms.Compose([Rescale((1024, 512)), ToTensor()])\n",
    "face_dataset = FaceDataset(extract_path, csv_filename, transform = transform)\n",
    "sample = face_dataset[1]\n",
    "plt.imshow(sample['image'].permute((1,2,0)), cmap='gray')\n",
    "plt.scatter(sample['point_x'], sample['point_y'], c='r', s=2)\n",
    "plt.title('face')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Example 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pytorch包涵盖常用数据集，可通过torchvision.datasets读取，并使用torchvision加载并预处理CIFAR-10数据集。本文使用Cifar10数据集，包含10类，分别为： ‘airplane’, ‘automobile’, ‘bird’, ‘cat’, ‘deer’, ‘dog’, ‘frog’, ‘horse’, ‘ship’, ‘truck’。图像大小均为32x32x3。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "# 转化为Tensor，将元素转化为0-1的数字，Normalize归一化\n",
    "transform = transforms.Compose(\n",
    "            [transforms.ToTensor(),\n",
    "             transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "\n",
    "# 训练集需要训练\n",
    "trainset = torchvision.datasets.CIFAR10('../../../dataset', train=True, transform=transform, target_transform=None, download=True)\n",
    "\n",
    "# batch_size设置了批量大小， shuffle设置为True在装载过程中为随机乱序，num_workers>=1表示多线程读取数据。\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=4, shuffle=True, num_workers=0)\n",
    "\n",
    "# 测试集不需要训练\n",
    "testset = torchvision.datasets.CIFAR10('../../../dataset',train=False, transform=False, target_transform=None, download=True)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=4,shuffle=False, num_workers=0)\n",
    "\n",
    "# 指定类别标签\n",
    "classes = ('plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Training 共50000,取前20000作为训练集\n",
    "from torch.utils.data.sampler import SubsetRandomSampler\n",
    "n_training_sample = 50000\n",
    "train_sample = SubsetRandomSampler(np.arange(n_training_sample, dtype=np.int64))\n",
    "# Validation 取训练集中的[20000,20000+5000]作为验证集\n",
    "n_validation_sample = 5000\n",
    "validation_sample = SubsetRandomSampler(np.arange(n_training_sample, n_training_sample + n_validation_sample,dtype=np.int64))\n",
    "# Testing 共10000,取前5000作为测试集\n",
    "n_test_sample = 10000\n",
    "test_sample = SubsetRandomSampler(np.arange(n_test_sample, dtype=np.int64))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  car  deer   car   car\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def imgshow(img):\n",
    "    img = img/2 +0.5\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1,2,0)))\n",
    "    plt.show()\n",
    "    \n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "imgshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join('%5s' % classes[labels[j]] for j in range(4)) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 模型训练、调参   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.1 定义训练模型  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "拟定模型架构：  \n",
    "- 卷积层（输入3通道，8个卷积核，卷积核大小为3x3，padding=1）\n",
    "- 池化层（池化窗口大小为2x2，stride=2）\n",
    "- 归一化层（batch normalization，将数据拉回到均值为0，方差为1的正态分布）\n",
    "- Relu激活层（Relu）\n",
    "- 全连接层（全连接神经网络，输入为512x4x4，输出为1024）\n",
    "- Dropout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.autograd.variable import Variable\n",
    "import torch.nn.functional as F\n",
    "\n",
    "class SimpleCNN(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        super(SimpleCNN, self).__init__()\n",
    "        self.conv1 = torch.nn.Conv2d(3, 18, kernel_size=3, padding=1, stride=1)\n",
    "        self.pool = torch.nn.MaxPool2d(kernel_size=2, stride=2, padding=0)\n",
    "        self.fc1 = torch.nn.Linear(18*16*16, 64)\n",
    "        self.fc2 = torch.nn.Linear(64, 10)\n",
    "    # 前向传播    \n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.conv1(x))\n",
    "        x = self.pool(x)\n",
    "        # view将池化后的张量拉伸，-1的意思其实就是未知数的意思，根据其他位置（这里就是18*16*16）来推断这个-1是几\n",
    "        x = x.view(-1, 18 * 16 * 16)\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = self.fc2(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.2 定义损失函数及优化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.optim as optim\n",
    "\n",
    "def createlossandoptimizer(net, learning_rate=0.001):\n",
    "    loss = torch.nn.CrossEntropyLoss() # 交叉熵损失函数\n",
    "    optimizer = optim.Adam(net.parameters(), lr=learning_rate)    # Adam 优化算法是随机梯度下降算法的扩展式\n",
    "    print(optimizer)\n",
    "    return loss, optimizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.3 定义训练预测模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_train_loader(batch_size):\n",
    "    train_loader = torch.utils.data.DataLoader(train_set, batch_size=batch_size, sampler=train_sample, num_workers=2)   \n",
    "    return train_loader\n",
    "val_loader = torch.utils.data.DataLoader(trainset, batch_size=64, sampler=validation_sample, num_workers=2)\n",
    "test_loader = torch.utils.data.DataLoader(testset, batch_size=4, sampler=test_sample, num_workers=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.4 迭代训练并验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "def trainNet(net, batchsize, n_epochs, learning_rate):\n",
    "    print(\"HYPERPARAMETERS：\")  \n",
    "    print(\"batch-size=\", batchsize)\n",
    "    print(\"n_epochs=\", n_epochs)\n",
    "    print(\"learning_rate=\", learning_rate)\n",
    "\n",
    "    print(\"batchsize:\", batchsize)\n",
    "    train_loader = get_train_loader(batchsize)\n",
    "    n_batches = len(train_loader)  # n_batches * batchsize = 20000（样本数目）\n",
    "    print(\"n_batches\", n_batches)\n",
    "    loss, optimizer = createlossandoptimizer(net, learning_rate)\n",
    "\n",
    "    training_start_time = time.time() \n",
    "    print(\"training start:\")\n",
    "    for epoch in range(n_epochs):\n",
    "        running_loss = 0.0\n",
    "        print_every = n_batches \n",
    "        print(\"print_every:\", print_every)  \n",
    "        start_time = time.time()\n",
    "        total_train_loss = 0\n",
    "\n",
    "        for i, data in enumerate(train_loader, 0):\n",
    "            inputs, labels = data\n",
    "            # print(inputs, labels)\n",
    "            inputs, labels = Variable(inputs), Variable(labels)\n",
    "            # 将所有的梯度置零，原因是防止每次backward的时候梯度会累加\n",
    "            optimizer.zero_grad() \n",
    "            # forward\n",
    "            outputs = net(inputs)\n",
    "            # loss\n",
    "            loss_size = loss(outputs, labels)\n",
    "            #backward\n",
    "            loss_size.backward()\n",
    "            # update weights\n",
    "            optimizer.step()\n",
    "            print(loss_size)\n",
    "            running_loss += loss_size.data[0]\n",
    "            print(\"running_loss:\", running_loss)\n",
    "            total_train_loss += loss_size.data[0]\n",
    "            print(\"total_train_loss:\", total_train_loss)\n",
    "            # 在一个epoch里。每十组batchsize大小的数据输出一次结果，即以batch_size大小的数据为一组，到第10组，20组，30组...的时候输出\n",
    "            if (i + 1) % 10 == 0:\n",
    "                print(\"epoch{}, {:d} \\t traing_loss:{:.2f} took:{:.2f}s\".format(epoch + 1, int(100 * (i + 1) / n_batches),\n",
    "                                                                                running_loss / 10, time.time()-\n",
    "                                                                                start_time))\n",
    "                running_loss = 0.0\n",
    "                start_time = time.time()\n",
    "\n",
    "        total_val_loss = 0\n",
    "\n",
    "        for inputs, labels in val_loader:\n",
    "            # Wrap tensors in Variables\n",
    "            inputs, labels = Variable(inputs), Variable(labels)\n",
    "\n",
    "            # Forward pass\n",
    "            val_outputs = net(inputs)\n",
    "            val_loss_size = loss(val_outputs, labels)\n",
    "            # print(\"-----\", val_loss_size)\n",
    "            total_val_loss += val_loss_size.data[0]\n",
    "        # 验证集的平均损失          \n",
    "        print(\"Validation loss = {:.2f}\".format(total_val_loss / len(val_loader)))  \n",
    "\n",
    "    # 所有的Epoch结束，也就是训练结束，计算花费的时间\n",
    "    print(\"Training finished, took {:.2f}s\".format(time.time() - training_start_time))  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 模型保存加载  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'model_object' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-176-a4004328e4ce>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_object\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstate_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'model.pt'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload_state_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m' model.pt'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'model_object' is not defined"
     ]
    }
   ],
   "source": [
    "torch.save(model_object.state_dict(), 'model.pt')\n",
    "model.load_state_dict(torch.load(' model.pt'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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